Warmstart + Error Mitigation + Optuna (IBM)

import sys
import os
sys.path.insert(0, os.path.abspath('../'))
sys.path.insert(0, os.path.abspath('../../'))

import qiskit
provider = qiskit.IBMQ.load_account()

import optuna
from qiskit import Aer
from qiskit.utils import QuantumInstance
from qiskit.ignis.mitigation.measurement import CompleteMeasFitter
from qiskit_optimization.algorithms import WarmStartQAOAOptimizer, CobylaOptimizer, MinimumEigenOptimizer
from qiskit.algorithms import QAOA

from shared.QiskitMaxcut import *
from ibm.ibm_parameters import *

%matplotlib inline

print_parameters()

Optimizers: ['SPSA', 'QN-SPSA', 'COBYLA'] with MaxIter of 500
Number of shots: 8000
Repetitions: [ 1; 50 ]
Gamma value interval: [ -3.141592653589793; 3.141592653589793 ]
Beta value interval: [ 3.141592653589793;-3.141592653589793 ]
Number of Optuna Trials: 150
Noise Backend Name: ibmq_toronto

# ---- Define graph and MaxCut ----
graph = load_graph()
max_cut = Maxcut(graph)
max_cut_qubo = max_cut.to_qubo()
max_cut.draw()

def init_qaoa(optimizer, reps, init_parameters):
    quantum_instance = QuantumInstance(
                    backend=Aer.get_backend(DEFAULT_QASM_SIMULATOR),
                    shots=SHOTS,
                    measurement_error_mitigation_cls=CompleteMeasFitter,
                    measurement_error_mitigation_shots=SHOTS)

    if optimizer == "QN-SPSA":
        # generate QAOA to get ansatz
        pre_qaoa = QAOA(optimizer=COBYLA(maxiter=1, tol=0), quantum_instance=quantum_instance, reps=reps, initial_point=init_parameters)
        MinimumEigenOptimizer(pre_qaoa).solve(max_cut_qubo)
        fidelity = QNSPSA.get_fidelity(pre_qaoa.ansatz)
        optimizer = QNSPSA(fidelity, maxiter=MAX_ITER)

    qaoa = QAOA(optimizer=optimizer, quantum_instance=quantum_instance, reps=reps,
               initial_point=init_parameters)

    ws_qaoa = WarmStartQAOAOptimizer(pre_solver=CobylaOptimizer(), relax_for_pre_solver=True,
                                 qaoa=qaoa)

    return ws_qaoa

def run(max_cut_problem, qaoa):
    # Run quantum algorithm QAOA
    result = qaoa.solve(max_cut_problem)
    optimal_parameters = qaoa._qaoa.optimal_params
    return result, optimal_parameters.copy()

def objective(trial):
    optimizer_name = trial.suggest_categorical("optimizer", optimizers.keys())
    reps = trial.suggest_int('reps', REPS_MIN, REPS_MAX + 1)
    parameters = []
    for i in range(reps):
        parameters.append(trial.suggest_uniform(f'gamma_{i}', GAMMA_MIN, GAMMA_MAX))

    for i in range(reps):
        parameters.append(trial.suggest_uniform(f'beta_{i}', BETA_MIN, BETA_MAX))

    optimizer = optimizers[optimizer_name]

    qaoa = init_qaoa(optimizer, reps, parameters)

    result, optimal_parameters = run(max_cut_qubo, qaoa)
    mean, distribution = max_cut.analyse(result)

    trial.set_user_attr(key="best", value=[mean,result,optimal_parameters, optimizer_name])

    return mean

study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=N_TRIALS, callbacks=[save_best_trial])

[I 2021-08-05 11:16:37,693] A new study created in memory with name: no-name-0f6c3916-33b3-40d6-8408-99e9aaf28851
[I 2021-08-05 11:22:47,221] Trial 0 finished with value: -28.535874968687086 and parameters: {'optimizer': 'QN-SPSA', 'reps': 21, 'gamma_0': -1.7378521433680896, 'gamma_1': -0.17559215757630176, 'gamma_2': -1.9919235891441955, 'gamma_3': 1.2362051088076722, 'gamma_4': 1.9718400988382125, 'gamma_5': -1.9461027123854404, 'gamma_6': 1.493232294957199, 'gamma_7': 2.182441110898173, 'gamma_8': -2.627801425566144, 'gamma_9': -2.259305825979152, 'gamma_10': -2.1429856614522653, 'gamma_11': -0.551874063462447, 'gamma_12': -2.501896293549651, 'gamma_13': 1.8073699775035195, 'gamma_14': 0.5741102276517647, 'gamma_15': -0.420107011715976, 'gamma_16': -2.0995595611733453, 'gamma_17': -2.4450934825186597, 'gamma_18': 2.5157241074929813, 'gamma_19': -0.92119528661989, 'gamma_20': -0.9364750208258661, 'beta_0': -0.896326899201457, 'beta_1': -2.725376397600661, 'beta_2': 1.4658061705786345, 'beta_3': -2.9423027871096514, 'beta_4': 2.2304322992364636, 'beta_5': 0.7528819982209769, 'beta_6': -1.6534542241323993, 'beta_7': -0.49589857314684016, 'beta_8': -1.5712327299055533, 'beta_9': 1.753264717922976, 'beta_10': 2.540136215491957, 'beta_11': -1.914869587185785, 'beta_12': 1.2995734771793606, 'beta_13': -2.990342937158721, 'beta_14': 2.3601928758768507, 'beta_15': -0.519790867295356, 'beta_16': 1.1593521588388693, 'beta_17': 0.8005602875364652, 'beta_18': -2.364671226821591, 'beta_19': -2.543680133954034, 'beta_20': 1.2711756965845984}. Best is trial 0 with value: -28.535874968687086.
[I 2021-08-05 11:23:13,463] Trial 1 finished with value: -31.503499968931003 and parameters: {'optimizer': 'COBYLA', 'reps': 20, 'gamma_0': 0.14122870090481232, 'gamma_1': 2.467195975981567, 'gamma_2': 0.10415448198830823, 'gamma_3': -1.1244871776036587, 'gamma_4': -0.8381027094549873, 'gamma_5': 2.6112238795817477, 'gamma_6': -0.5237163509759863, 'gamma_7': -2.270618954253904, 'gamma_8': 1.926953481094344, 'gamma_9': 2.296761849872447, 'gamma_10': 1.8519182404135588, 'gamma_11': -2.573993941345916, 'gamma_12': 2.6355721442608333, 'gamma_13': -0.5142414845748973, 'gamma_14': -2.10538108818852, 'gamma_15': -2.053018237264573, 'gamma_16': -1.2373142088988318, 'gamma_17': 1.6105055075515784, 'gamma_18': -0.6324064631820208, 'gamma_19': 1.7487487425875718, 'beta_0': -1.6788604420366706, 'beta_1': -1.9254981845878236, 'beta_2': -2.107554678442149, 'beta_3': -0.9450497728611955, 'beta_4': 0.424429825485515, 'beta_5': -0.08227803435212167, 'beta_6': -1.5296570875342477, 'beta_7': -0.44066878358653616, 'beta_8': -0.6043391387408317, 'beta_9': -2.5316146720305257, 'beta_10': 1.494763376852581, 'beta_11': 2.976285537337943, 'beta_12': -2.888907613202995, 'beta_13': -2.741897182836947, 'beta_14': -1.3690656428101096, 'beta_15': 2.2226275347294804, 'beta_16': 1.7039067020441738, 'beta_17': 2.948667881598407, 'beta_18': -0.7376446094946361, 'beta_19': -0.9933486198626409}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:24:22,142] Trial 2 finished with value: -22.995624978594694 and parameters: {'optimizer': 'SPSA', 'reps': 31, 'gamma_0': -3.1224758061662885, 'gamma_1': 1.9871076934410201, 'gamma_2': -1.818040461751667, 'gamma_3': 2.815322480611325, 'gamma_4': 2.375484251560348, 'gamma_5': 2.6474737865115063, 'gamma_6': 2.808408842443211, 'gamma_7': -1.7590030152752376, 'gamma_8': -1.9258818288619513, 'gamma_9': 1.7082929714353572, 'gamma_10': 0.7043981061026892, 'gamma_11': -0.45295705558735433, 'gamma_12': 1.6631991487864468, 'gamma_13': -2.471736800441095, 'gamma_14': -2.7904503886822924, 'gamma_15': 0.8046778665938246, 'gamma_16': -2.717099060207823, 'gamma_17': -0.2795171661004039, 'gamma_18': -2.377101871728378, 'gamma_19': -1.583209000299071, 'gamma_20': 1.6374948165938266, 'gamma_21': -0.170900055476515, 'gamma_22': 0.5935909881439492, 'gamma_23': -0.6081525788157753, 'gamma_24': 2.3909493352844287, 'gamma_25': 2.8814242877236795, 'gamma_26': 1.2696593808408378, 'gamma_27': -1.5273443222687682, 'gamma_28': 3.0208375712061235, 'gamma_29': -1.0601515274064384, 'gamma_30': -2.2897440431982456, 'beta_0': 0.5966353681186352, 'beta_1': 1.446205596113911, 'beta_2': 1.7865695103662098, 'beta_3': -1.8755969749896855, 'beta_4': 2.3298550039245205, 'beta_5': 3.13474380893493, 'beta_6': -0.3023620112084404, 'beta_7': 0.862379803109377, 'beta_8': -3.0590587301727368, 'beta_9': -1.23065147233672, 'beta_10': -0.43284728890384105, 'beta_11': 3.136863014723618, 'beta_12': -0.8086738699225844, 'beta_13': 2.1519041366189704, 'beta_14': 1.7551492985856294, 'beta_15': 1.605479229339859, 'beta_16': -0.6200562931790508, 'beta_17': -2.0704590070096263, 'beta_18': -0.31359406642732157, 'beta_19': -2.7434001442234717, 'beta_20': 2.025147282688086, 'beta_21': 1.0136530683759357, 'beta_22': -2.813505564979409, 'beta_23': 3.031050995350805, 'beta_24': -2.2965684322114646, 'beta_25': -0.9479351893573735, 'beta_26': -1.4896678627943993, 'beta_27': 2.7100279683983794, 'beta_28': -2.7913044964316094, 'beta_29': -2.051577427640894, 'beta_30': 2.232661989454873}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:25:48,366] Trial 3 finished with value: -25.46024841585881 and parameters: {'optimizer': 'SPSA', 'reps': 48, 'gamma_0': 0.6979620687260208, 'gamma_1': 0.8105965286461072, 'gamma_2': 0.5275166724815432, 'gamma_3': 2.985442928667706, 'gamma_4': 0.9921446828605003, 'gamma_5': 1.5012645269353948, 'gamma_6': -0.8412287858926577, 'gamma_7': 0.04533568945960553, 'gamma_8': 1.1281077561750132, 'gamma_9': -2.9920607302829665, 'gamma_10': 1.7666947490841949, 'gamma_11': 2.2918297829638217, 'gamma_12': -1.8362010232731092, 'gamma_13': 1.4003086809000376, 'gamma_14': 3.0254240741122977, 'gamma_15': -0.7714908148154627, 'gamma_16': 0.5402071007358438, 'gamma_17': 0.3788792864294104, 'gamma_18': -2.3989259467108797, 'gamma_19': -1.3143409767595675, 'gamma_20': 1.5204814633586334, 'gamma_21': -0.7674849178591812, 'gamma_22': 0.9523253880196059, 'gamma_23': 2.993283048347619, 'gamma_24': -1.8556696716386272, 'gamma_25': -0.25362710565019153, 'gamma_26': 2.663141656596462, 'gamma_27': 1.531277644621956, 'gamma_28': -2.2728218912653135, 'gamma_29': -2.291222542734558, 'gamma_30': -1.703810631130121, 'gamma_31': 1.0739630955884953, 'gamma_32': -0.9209528223584562, 'gamma_33': 1.6002211949904188, 'gamma_34': -0.2828985660009402, 'gamma_35': 2.5408088628054903, 'gamma_36': -1.7289591339936288, 'gamma_37': -1.6744549310783043, 'gamma_38': -0.4932566621668997, 'gamma_39': 0.7681544682826522, 'gamma_40': -1.5995110497440004, 'gamma_41': 0.8529281313022934, 'gamma_42': 1.6354996755566784, 'gamma_43': -1.2296109194101175, 'gamma_44': 0.48540133909653527, 'gamma_45': 2.5424470497147134, 'gamma_46': 1.5687173348318026, 'gamma_47': -2.8697227668438416, 'beta_0': -1.9111205443700392, 'beta_1': -2.584307840670261, 'beta_2': 1.5952851338198757, 'beta_3': -1.8347070424675114, 'beta_4': 0.32953420228863806, 'beta_5': 0.7374571709580646, 'beta_6': -2.9980793768242644, 'beta_7': -0.6756955827718265, 'beta_8': -2.5914218187175617, 'beta_9': 1.4419607587937202, 'beta_10': -2.6914479437268906, 'beta_11': -0.9120987555514843, 'beta_12': -2.154037539339048, 'beta_13': 1.6476410778152948, 'beta_14': 1.983234606952042, 'beta_15': 1.8439432278244734, 'beta_16': 1.587853146755636, 'beta_17': -2.6405031326468325, 'beta_18': 2.93337308548867, 'beta_19': 0.30018241185339267, 'beta_20': 1.2487521150347103, 'beta_21': -2.3851310293351884, 'beta_22': 0.48895608589923967, 'beta_23': -0.7065899340656823, 'beta_24': -0.6568524966154867, 'beta_25': 0.16031635298638802, 'beta_26': 2.7253843280674293, 'beta_27': -1.0495748729806413, 'beta_28': 0.5215483998940229, 'beta_29': 0.5376521673512524, 'beta_30': -2.0441970039722985, 'beta_31': 1.3546932235233093, 'beta_32': 1.3654806830707908, 'beta_33': -1.9320603659103737, 'beta_34': 1.7414923978890329, 'beta_35': -2.1133714095720273, 'beta_36': -2.1726375436658234, 'beta_37': -2.32249975607733, 'beta_38': 0.04210570381935019, 'beta_39': 3.0678810947513107, 'beta_40': -1.052964193058345, 'beta_41': 1.4832390626983036, 'beta_42': 1.7207371111343317, 'beta_43': -1.8622695543281196, 'beta_44': -1.0977080186342438, 'beta_45': 0.8413231552056137, 'beta_46': 1.7157390523966702, 'beta_47': 0.10673730103862544}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:26:38,349] Trial 4 finished with value: -21.621874608770693 and parameters: {'optimizer': 'SPSA', 'reps': 17, 'gamma_0': 1.1548023210295506, 'gamma_1': -2.4813603350112348, 'gamma_2': -2.7808906296336597, 'gamma_3': 1.8981640651539058, 'gamma_4': 2.826001783083777, 'gamma_5': 1.682524928016858, 'gamma_6': 0.4880595693449856, 'gamma_7': 2.0671643985248096, 'gamma_8': 2.8163822620444563, 'gamma_9': 1.522840441999497, 'gamma_10': -0.9134604919388671, 'gamma_11': -1.4708147971340304, 'gamma_12': -1.6781637971181225, 'gamma_13': -1.3544722190346383, 'gamma_14': -2.051228085375195, 'gamma_15': 0.5590693116961702, 'gamma_16': 2.380112174921358, 'beta_0': 1.0793177498713522, 'beta_1': 2.116101679525335, 'beta_2': -0.05194133038286042, 'beta_3': -2.7462661078405826, 'beta_4': -0.14066007645082124, 'beta_5': -2.4780447793844025, 'beta_6': -2.3385231829435273, 'beta_7': -2.879039009538832, 'beta_8': -0.9285777199762317, 'beta_9': 0.24918389849477895, 'beta_10': -1.3735652766069, 'beta_11': 0.31068844817840313, 'beta_12': -0.19362200709138522, 'beta_13': 2.9891122893683155, 'beta_14': -1.546359521192803, 'beta_15': -1.434298752451048, 'beta_16': -0.6324725409341698}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:27:01,217] Trial 5 finished with value: -30.108750008583492 and parameters: {'optimizer': 'COBYLA', 'reps': 22, 'gamma_0': -1.2077078215388612, 'gamma_1': -1.2713099895977409, 'gamma_2': 2.069610572365244, 'gamma_3': -0.48492970330045315, 'gamma_4': 0.5434863312365654, 'gamma_5': 2.6756243290801462, 'gamma_6': 0.48757886052462185, 'gamma_7': 2.576646034176628, 'gamma_8': 0.38731882883453705, 'gamma_9': 0.9151902174252609, 'gamma_10': -0.04978143655677281, 'gamma_11': 0.03863060033158128, 'gamma_12': -0.7271121568865428, 'gamma_13': -0.4908225564180806, 'gamma_14': -2.1134101892827366, 'gamma_15': 1.880168789234654, 'gamma_16': 2.3504077447790124, 'gamma_17': 0.9197440406486779, 'gamma_18': -2.3754572067519883, 'gamma_19': 0.4019152447719452, 'gamma_20': -0.34019614454890945, 'gamma_21': -1.5793810489753655, 'beta_0': -1.346887024676329, 'beta_1': -1.4530369452258869, 'beta_2': -0.7730728372432729, 'beta_3': -1.5370451712458322, 'beta_4': 1.1495564241439968, 'beta_5': 1.0631068679578917, 'beta_6': -2.7423936740743193, 'beta_7': -2.5115859167162844, 'beta_8': -1.3310719470960757, 'beta_9': -0.3099785643632651, 'beta_10': -2.8375288023404903, 'beta_11': -3.038112065764863, 'beta_12': 3.0980827624873664, 'beta_13': -1.3262545707541362, 'beta_14': -2.732607249356911, 'beta_15': -1.3949661039302717, 'beta_16': 0.6078947362839764, 'beta_17': -2.1558964008537282, 'beta_18': 0.8748230243971467, 'beta_19': -1.2258412079982637, 'beta_20': -1.62696755115886, 'beta_21': 0.38931853242676295}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:39:18,134] Trial 6 finished with value: -29.094374880823604 and parameters: {'optimizer': 'QN-SPSA', 'reps': 44, 'gamma_0': -2.995893817450578, 'gamma_1': 2.0808048389951015, 'gamma_2': 0.6388433030221763, 'gamma_3': -2.062044508719775, 'gamma_4': -1.2123745596412159, 'gamma_5': 2.084881116518119, 'gamma_6': 2.8710874856400546, 'gamma_7': -1.6237719412890586, 'gamma_8': 0.9558134184918545, 'gamma_9': 1.3811367325062118, 'gamma_10': 1.8060973317672318, 'gamma_11': 1.1185279876718734, 'gamma_12': 2.130980019027356, 'gamma_13': -2.0196823012975225, 'gamma_14': 0.5176485879035932, 'gamma_15': 2.312203475254462, 'gamma_16': 2.671983192584743, 'gamma_17': -2.8670825529225707, 'gamma_18': -2.035617284395184, 'gamma_19': -2.3987721989453483, 'gamma_20': 1.9578441595499108, 'gamma_21': 1.2451493427167986, 'gamma_22': -1.0987433185177498, 'gamma_23': -3.106533655370689, 'gamma_24': -2.6943132830108323, 'gamma_25': 0.16432817797932442, 'gamma_26': -2.5308147386093376, 'gamma_27': -0.20154900594110003, 'gamma_28': 0.9252478690744814, 'gamma_29': 2.8823811268923816, 'gamma_30': 1.4087119385630107, 'gamma_31': -0.6127596889892737, 'gamma_32': -0.5648973078862212, 'gamma_33': -2.15308699879651, 'gamma_34': 0.6623907970833374, 'gamma_35': -2.7248619671247614, 'gamma_36': 0.6266865979589151, 'gamma_37': -0.24885089987443187, 'gamma_38': -2.357238002572543, 'gamma_39': -0.15162912176415588, 'gamma_40': -3.0620906810410595, 'gamma_41': -2.701000179556317, 'gamma_42': -0.2714131819677359, 'gamma_43': 0.8146913633981625, 'beta_0': -0.3275957875708406, 'beta_1': 1.3408170730561713, 'beta_2': 1.2317257673108024, 'beta_3': 0.3443020123022844, 'beta_4': -1.3866879711827536, 'beta_5': 1.98293163975712, 'beta_6': -1.6553468625899468, 'beta_7': 0.08258369073592808, 'beta_8': -0.7911663648563727, 'beta_9': 0.9362069625091447, 'beta_10': 0.5270725874891649, 'beta_11': -2.455384974287856, 'beta_12': -0.8686993920183896, 'beta_13': -2.4682503272157414, 'beta_14': -1.9707505022823837, 'beta_15': -2.8643854257134347, 'beta_16': 1.6858126143234875, 'beta_17': -0.658270344646632, 'beta_18': 3.0005824776158834, 'beta_19': -0.2522159311300194, 'beta_20': -0.8259310031423, 'beta_21': 0.43714613139219116, 'beta_22': 0.12324444619036345, 'beta_23': 2.726362010180459, 'beta_24': -1.9478852927720198, 'beta_25': -0.37621881642855026, 'beta_26': 2.969207653766013, 'beta_27': -0.9415428708700104, 'beta_28': 1.5204079885907325, 'beta_29': 2.721851222841111, 'beta_30': -2.6662124536095684, 'beta_31': 2.3459119190705904, 'beta_32': -0.1261515730660827, 'beta_33': -0.7980301918086603, 'beta_34': 1.4892534770644872, 'beta_35': 0.47606831304782204, 'beta_36': 2.032208996079265, 'beta_37': -2.9501352226421274, 'beta_38': -0.1762489631159756, 'beta_39': -3.1305224731103687, 'beta_40': 2.863482855872303, 'beta_41': -0.03817537835231244, 'beta_42': -1.7618149189746808, 'beta_43': 1.1205147497807602}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:52:40,485] Trial 7 finished with value: -28.565000155108496 and parameters: {'optimizer': 'QN-SPSA', 'reps': 47, 'gamma_0': 2.321007447450877, 'gamma_1': 1.65602354501367, 'gamma_2': 2.6639189957630407, 'gamma_3': 0.8237103048171925, 'gamma_4': 0.30376931644104666, 'gamma_5': 2.1044135541565083, 'gamma_6': 0.4721261404711159, 'gamma_7': 0.7464929422663569, 'gamma_8': -3.0749869439917576, 'gamma_9': -0.9783714929265459, 'gamma_10': -0.12891756436447555, 'gamma_11': -0.27058941979351925, 'gamma_12': 1.1013178061717026, 'gamma_13': 1.186234595612257, 'gamma_14': -2.14191728473081, 'gamma_15': -2.819713244913464, 'gamma_16': -2.8980443850019983, 'gamma_17': 0.2816407954357443, 'gamma_18': -2.5099900340191037, 'gamma_19': -0.722608610750342, 'gamma_20': -2.9866351714299646, 'gamma_21': -3.138636434913007, 'gamma_22': 0.37618186408834786, 'gamma_23': -0.5722446113973345, 'gamma_24': 1.7820120715066166, 'gamma_25': -1.6371374530353897, 'gamma_26': 0.6903994195856944, 'gamma_27': 1.7084385985859853, 'gamma_28': 1.9477128943567257, 'gamma_29': 0.08301090437356962, 'gamma_30': -2.284062693563717, 'gamma_31': 1.0268708220556109, 'gamma_32': -1.3115907767179305, 'gamma_33': 1.4476795105292055, 'gamma_34': 0.7823065535848102, 'gamma_35': 2.838833378149906, 'gamma_36': -0.16797431957644937, 'gamma_37': 3.091070659654056, 'gamma_38': -0.8309219801576098, 'gamma_39': -2.22041997888956, 'gamma_40': 2.262529214179363, 'gamma_41': -3.1387947918923436, 'gamma_42': -3.0362164121665, 'gamma_43': 0.16475954210850752, 'gamma_44': 0.0884399258509716, 'gamma_45': -2.403437862519918, 'gamma_46': 2.2944345635309817, 'beta_0': -2.92854424756837, 'beta_1': -0.628514238238115, 'beta_2': -2.3798580157198437, 'beta_3': -1.3835622244338122, 'beta_4': -0.7395389625787869, 'beta_5': -1.355216808730274, 'beta_6': -2.499907019981613, 'beta_7': -2.0915540719547296, 'beta_8': 1.6652881259192212, 'beta_9': 2.56919199764162, 'beta_10': -0.15862788188311994, 'beta_11': 3.094245919462967, 'beta_12': -2.108843451800248, 'beta_13': -0.1936422461995453, 'beta_14': 2.264126200313118, 'beta_15': 0.6627731380890789, 'beta_16': -0.6903545498289447, 'beta_17': 2.259426997458542, 'beta_18': -2.756811668158211, 'beta_19': -2.810976068786978, 'beta_20': -0.4448125095938975, 'beta_21': 1.6069702805410513, 'beta_22': -2.866072050128536, 'beta_23': 3.0442728382991593, 'beta_24': -1.3232761530745383, 'beta_25': 2.77667066844279, 'beta_26': -2.8869978050091367, 'beta_27': 0.5664504613634289, 'beta_28': 0.9328430488384836, 'beta_29': -1.0484473171604427, 'beta_30': -1.327468196107912, 'beta_31': 1.4181663269767437, 'beta_32': -0.7113975796584033, 'beta_33': -0.7980377384046418, 'beta_34': 0.3922001163265052, 'beta_35': -2.597683914962109, 'beta_36': 1.270902577312179, 'beta_37': 0.5793861140743122, 'beta_38': -1.4416947920249992, 'beta_39': -2.054825776770523, 'beta_40': -0.1706402583182114, 'beta_41': 2.1138279968477915, 'beta_42': -0.7279151532865709, 'beta_43': 3.0297822892464135, 'beta_44': 0.14976953968897133, 'beta_45': -2.4070001344676344, 'beta_46': 1.9793389850073142}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:54:14,892] Trial 8 finished with value: -31.196749995442094 and parameters: {'optimizer': 'QN-SPSA', 'reps': 3, 'gamma_0': 0.6925461135249655, 'gamma_1': 0.9716063537246891, 'gamma_2': 1.6486026311428326, 'beta_0': -1.7041129647585587, 'beta_1': -1.8009786062390118, 'beta_2': -1.183461287649445}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:55:03,753] Trial 9 finished with value: -24.677874945525105 and parameters: {'optimizer': 'SPSA', 'reps': 24, 'gamma_0': -0.7867254272761022, 'gamma_1': -1.3925396358974549, 'gamma_2': 2.5825710133199475, 'gamma_3': -2.0812218686095445, 'gamma_4': -0.27872749583998724, 'gamma_5': -2.1025482387090113, 'gamma_6': 2.1054065128302852, 'gamma_7': 0.9051724472749605, 'gamma_8': -2.515131197513357, 'gamma_9': -0.3440833658297531, 'gamma_10': -1.1366909344551903, 'gamma_11': -0.42549892971019965, 'gamma_12': 2.6929840277214803, 'gamma_13': 2.5063157436043495, 'gamma_14': -1.0971212126801997, 'gamma_15': -1.5610396255464136, 'gamma_16': -2.3172137979700866, 'gamma_17': -2.481110713795654, 'gamma_18': -2.169235382523504, 'gamma_19': -2.9436644953328646, 'gamma_20': 0.3991686064261204, 'gamma_21': -2.16509328887341, 'gamma_22': -1.0469579609304378, 'gamma_23': -1.5663401287399246, 'beta_0': -2.2494280122157866, 'beta_1': 2.092311286401025, 'beta_2': 0.8129973081878785, 'beta_3': -0.42904971301909756, 'beta_4': 1.0417933752327153, 'beta_5': -3.059297770035269, 'beta_6': -1.0068067054908543, 'beta_7': -2.8714919335885223, 'beta_8': -0.6401438228806082, 'beta_9': -2.8389642387135194, 'beta_10': 1.277839027844788, 'beta_11': 2.949252140097249, 'beta_12': 1.7567646243328232, 'beta_13': 1.5896341799233493, 'beta_14': -0.7128970472094589, 'beta_15': -2.140756391571376, 'beta_16': -2.24877716826992, 'beta_17': 2.36345006036563, 'beta_18': -1.5259324663531861, 'beta_19': -1.4745101278762414, 'beta_20': 0.40727518730340506, 'beta_21': -0.07484855091675424, 'beta_22': 2.9018816241493166, 'beta_23': 0.2685664484825043}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:55:13,045] Trial 10 finished with value: -31.28624993149563 and parameters: {'optimizer': 'COBYLA', 'reps': 6, 'gamma_0': 2.950602252418509, 'gamma_1': 3.117882965242941, 'gamma_2': -0.7616608327659475, 'gamma_3': -3.1237302575550365, 'gamma_4': -2.930919377739955, 'gamma_5': -0.17689371661606695, 'beta_0': 2.685406511762046, 'beta_1': 0.21151152369271808, 'beta_2': -2.9874580968721904, 'beta_3': 2.911959238542274, 'beta_4': -3.0112376321673433, 'beta_5': -0.9100324454605339}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:55:19,762] Trial 11 finished with value: -30.110250282971663 and parameters: {'optimizer': 'COBYLA', 'reps': 2, 'gamma_0': 3.0423149828660723, 'gamma_1': 3.0705887374648886, 'beta_0': 2.4381817446480176, 'beta_1': 0.19693463558780383}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:55:32,209] Trial 12 finished with value: -29.782875150287595 and parameters: {'optimizer': 'COBYLA', 'reps': 11, 'gamma_0': 2.1294426329887703, 'gamma_1': 2.9975758316779757, 'gamma_2': -0.6088268537424236, 'gamma_3': -3.123720184832077, 'gamma_4': -3.069365511863797, 'gamma_5': -0.26610439071223385, 'gamma_6': -2.796804950401062, 'gamma_7': -2.7980315439093175, 'gamma_8': 2.9707516411044166, 'gamma_9': 2.5496217872846723, 'gamma_10': 3.120457841188762, 'beta_0': 2.9051317900382476, 'beta_1': 0.11068535806822304, 'beta_2': -2.8619926170806003, 'beta_3': 2.9822781787020727, 'beta_4': -2.8001248103029583, 'beta_5': -0.9503295882802313, 'beta_6': 1.9945068807472313, 'beta_7': -1.3847245734887528, 'beta_8': 1.2011445699195022, 'beta_9': -3.0743182145765187, 'beta_10': 2.79967186425547}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:56:07,247] Trial 13 finished with value: -30.76375013329316 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -0.3100876355596691, 'gamma_1': 3.0867104755503005, 'gamma_2': -0.5594957455886551, 'gamma_3': -0.8751351460265575, 'gamma_4': -2.926218193517726, 'gamma_5': -0.03720340384509635, 'gamma_6': -1.3936528677475535, 'gamma_7': -2.6021518701599082, 'gamma_8': 1.9026710456586584, 'gamma_9': 3.0483678865059805, 'gamma_10': 2.9986593406695796, 'gamma_11': -2.9549503328491924, 'gamma_12': 0.2703400973326622, 'gamma_13': -0.016306689157720503, 'gamma_14': -0.5818956110506804, 'gamma_15': -3.1264789647963767, 'gamma_16': -0.9250452041378336, 'gamma_17': 2.9610179287240617, 'gamma_18': 0.1542312521546285, 'gamma_19': 2.6808313592627684, 'gamma_20': -2.8619292090869215, 'gamma_21': 2.653721328392192, 'gamma_22': 2.7750160212973762, 'gamma_23': 2.9399638363890754, 'gamma_24': -0.22934915149582544, 'gamma_25': 2.853295719363097, 'gamma_26': -3.0384590197178296, 'gamma_27': -2.7743086946634774, 'gamma_28': -2.336531731793183, 'gamma_29': 2.623568077580712, 'gamma_30': 2.8029436350692483, 'gamma_31': -2.9968282129450503, 'gamma_32': 2.5483720453483016, 'gamma_33': -2.5268034161283275, 'beta_0': 1.7561724307627238, 'beta_1': -0.8308997391342179, 'beta_2': 3.117647186495447, 'beta_3': 2.276584254465859, 'beta_4': -2.7847480051457305, 'beta_5': -0.7774196894702804, 'beta_6': 1.3559779247124575, 'beta_7': 2.9305409984711153, 'beta_8': 2.8758155391376157, 'beta_9': -1.7862177086518745, 'beta_10': 1.754053064964327, 'beta_11': 1.2965563564068991, 'beta_12': -3.1177152428859607, 'beta_13': -1.6413179361193813, 'beta_14': 0.5111882456470819, 'beta_15': 2.9614544722361393, 'beta_16': 3.1159303645790004, 'beta_17': 3.0615986244445295, 'beta_18': 1.030793510293052, 'beta_19': 2.7074104391157476, 'beta_20': -3.101295459876515, 'beta_21': -2.7381144246776343, 'beta_22': 2.9644861758685552, 'beta_23': -3.11960591087281, 'beta_24': 3.1063422067738125, 'beta_25': -2.7993909791605844, 'beta_26': 0.22741675814780274, 'beta_27': 2.730666474612433, 'beta_28': -2.7725826238021365, 'beta_29': 3.094403873931055, 'beta_30': 2.521437513925629, 'beta_31': -2.453245670010763, 'beta_32': -2.856997799849893, 'beta_33': 3.094864056700741}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:56:20,014] Trial 14 finished with value: -29.985250182011345 and parameters: {'optimizer': 'COBYLA', 'reps': 11, 'gamma_0': -2.0416373269813572, 'gamma_1': 2.5394079867565003, 'gamma_2': -0.8981680201154902, 'gamma_3': -3.06613131331237, 'gamma_4': -1.9430431617553552, 'gamma_5': -1.075350732321766, 'gamma_6': -3.1389499879921843, 'gamma_7': -1.1307479626205814, 'gamma_8': -0.7281636550366023, 'gamma_9': 2.723049634060293, 'gamma_10': 1.8588432337123544, 'beta_0': -3.0890548541739915, 'beta_1': 0.7004579716093955, 'beta_2': -1.8479809734272425, 'beta_3': 1.40103440201898, 'beta_4': -1.7438201868855714, 'beta_5': -1.881059465310093, 'beta_6': 0.530749281499256, 'beta_7': 1.478680288148368, 'beta_8': 0.6845848161593744, 'beta_9': -2.18261470536435, 'beta_10': 1.6112615474349696}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:56:31,966] Trial 15 finished with value: -29.622125298957556 and parameters: {'optimizer': 'COBYLA', 'reps': 10, 'gamma_0': 3.1146728484795743, 'gamma_1': 1.1624055583284159, 'gamma_2': 1.0693042344979704, 'gamma_3': -1.5488862559751193, 'gamma_4': -1.88236092803865, 'gamma_5': 0.3514288314751471, 'gamma_6': -1.7283760930435013, 'gamma_7': -3.0813696444579914, 'gamma_8': -0.7426812677237624, 'gamma_9': 0.571699696624461, 'beta_0': -0.01810594774753982, 'beta_1': -1.6217629448260933, 'beta_2': -3.035968244815334, 'beta_3': 0.1744630562666814, 'beta_4': 1.2814527274092484, 'beta_5': -0.11365996801409808, 'beta_6': 3.0107249542343584, 'beta_7': 2.6465270058953347, 'beta_8': 2.600392671473916, 'beta_9': -0.8640948916787149}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:57:06,205] Trial 16 finished with value: -30.418500066278668 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': 1.488521373471564, 'gamma_1': 0.09259192240192715, 'gamma_2': -1.4962932136177942, 'gamma_3': 0.2123087129554766, 'gamma_4': -0.8654621346436762, 'gamma_5': 0.8123311011980001, 'gamma_6': -0.33621484671776375, 'gamma_7': -0.7976696954157441, 'gamma_8': 2.1712966265588483, 'gamma_9': -1.331389615318048, 'gamma_10': -3.071150718634241, 'gamma_11': -3.0942856778047427, 'gamma_12': 3.092483406382181, 'gamma_13': -3.1275325479895764, 'gamma_14': 2.1045157249050805, 'gamma_15': -1.997486685021849, 'gamma_16': 0.02834116294797724, 'gamma_17': 2.5054159058340444, 'gamma_18': -0.05898278228801224, 'gamma_19': 2.2704503803589358, 'gamma_20': 2.9185400370060095, 'gamma_21': 3.0549843306895976, 'gamma_22': -3.0352559909176713, 'gamma_23': 1.3989123316549075, 'gamma_24': 0.28015985067642607, 'gamma_25': -2.9847562029710493, 'gamma_26': -1.237427960595684, 'gamma_27': 2.885367641924736, 'gamma_28': -0.7226889056726488, 'gamma_29': 0.7940028047119907, 'gamma_30': -0.0778640586844121, 'gamma_31': 2.8362623979821517, 'beta_0': -0.7741186477758091, 'beta_1': 3.053200569022323, 'beta_2': -1.8654097806517524, 'beta_3': 1.2327489053478373, 'beta_4': -1.7770372757793824, 'beta_5': -0.17377178685346464, 'beta_6': -0.29066286970041644, 'beta_7': 1.7516773433068051, 'beta_8': 0.2398761398544934, 'beta_9': -3.078639207540124, 'beta_10': -1.490995971943245, 'beta_11': 1.601032094627152, 'beta_12': -2.92043284928323, 'beta_13': 0.06573174173596616, 'beta_14': 0.09791816367638573, 'beta_15': 2.9381006786794157, 'beta_16': 2.9719988549857868, 'beta_17': 0.7827193282903262, 'beta_18': -0.7763394831819951, 'beta_19': 1.711830239528671, 'beta_20': -3.067677569723962, 'beta_21': 3.017138830139258, 'beta_22': -1.4184200478722302, 'beta_23': -2.640764321546243, 'beta_24': 1.9635956097653986, 'beta_25': 2.750799890706595, 'beta_26': 0.5958886399488731, 'beta_27': -3.077827345339205, 'beta_28': 3.1400199023204083, 'beta_29': 0.769482372435779, 'beta_30': 0.500889974055385, 'beta_31': -3.0058094978485475}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:57:26,205] Trial 17 finished with value: -30.83474996674071 and parameters: {'optimizer': 'COBYLA', 'reps': 16, 'gamma_0': 0.16874935005873018, 'gamma_1': 2.5020805615832193, 'gamma_2': 0.04936302545425143, 'gamma_3': -3.096282117916832, 'gamma_4': -2.2765313271756655, 'gamma_5': -0.985353792306978, 'gamma_6': -2.0992279105883354, 'gamma_7': -2.3204259842968225, 'gamma_8': 1.8665165968617785, 'gamma_9': 2.2726604592096473, 'gamma_10': 2.5247873965430605, 'gamma_11': -2.084650068498563, 'gamma_12': 0.4885431122658469, 'gamma_13': -0.723444326772286, 'gamma_14': 1.5464030449645991, 'gamma_15': -2.0594075674373795, 'beta_0': 1.0223819529366152, 'beta_1': -0.48957747325845097, 'beta_2': -3.1050973216795863, 'beta_3': -0.4615305945882926, 'beta_4': 3.0686689402037577, 'beta_5': 1.789790072304252, 'beta_6': 0.7111177421569232, 'beta_7': -1.4084005662504666, 'beta_8': -2.0656144860575685, 'beta_9': -2.192026881963836, 'beta_10': 0.812455382085906, 'beta_11': 1.8461657761063857, 'beta_12': 1.2434458423336252, 'beta_13': -3.1076585633119924, 'beta_14': -2.9003174289148848, 'beta_15': 1.7895431943738949}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:57:33,772] Trial 18 finished with value: -28.68112525347841 and parameters: {'optimizer': 'COBYLA', 'reps': 4, 'gamma_0': 2.300045503864852, 'gamma_1': 0.12618464652536332, 'gamma_2': 0.010241168028809144, 'gamma_3': -2.1907389122303806, 'beta_0': -2.590267379612854, 'beta_1': 0.8019209333069056, 'beta_2': -2.132268462268232, 'beta_3': 3.0942031325706068}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:57:44,250] Trial 19 finished with value: -29.719499895436297 and parameters: {'optimizer': 'COBYLA', 'reps': 7, 'gamma_0': -2.3240416314325616, 'gamma_1': 2.6056211033098635, 'gamma_2': -3.1337771794051936, 'gamma_3': -1.0259257890778937, 'gamma_4': -0.922475214048486, 'gamma_5': 0.8634715452709938, 'gamma_6': 1.3243139350025037, 'beta_0': 1.9657282931225764, 'beta_1': -2.305452939919379, 'beta_2': -1.1257709128201099, 'beta_3': -0.8357533096798284, 'beta_4': 0.13144260735746705, 'beta_5': -1.801189074187496, 'beta_6': -0.9387049423619737}. Best is trial 1 with value: -31.503499968931003.
[I 2021-08-05 11:58:22,520] Trial 20 finished with value: -32.766374966569956 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 1.5406115340209505, 'gamma_1': 1.5923058719052383, 'gamma_2': -1.2364406907349808, 'gamma_3': 0.019785288391833022, 'gamma_4': -2.586844250323439, 'gamma_5': -2.841446939868635, 'gamma_6': -0.8130546497176515, 'gamma_7': -0.39907988566818475, 'gamma_8': -0.15343048483758503, 'gamma_9': 0.04209557418049448, 'gamma_10': 0.8901243261853686, 'gamma_11': 2.8722186319700236, 'gamma_12': -0.6729378144468017, 'gamma_13': 0.5283877300026627, 'gamma_14': -1.1633139134835164, 'gamma_15': -1.0544450743067093, 'gamma_16': 1.2339087985201371, 'gamma_17': 1.7900195994410046, 'gamma_18': -0.42997862298728606, 'gamma_19': 1.1102921369548298, 'gamma_20': -1.630836164391313, 'gamma_21': 1.2043869234040472, 'gamma_22': 2.8902023034864808, 'gamma_23': -2.8787706877046144, 'gamma_24': 3.0231107236132404, 'gamma_25': 1.080935800221996, 'gamma_26': 2.608858596148275, 'gamma_27': -2.7892858415495385, 'gamma_28': -0.36988028716105914, 'gamma_29': -2.9977697685248472, 'gamma_30': 2.7690246129055978, 'gamma_31': -3.1390292718499615, 'gamma_32': 2.881790471863871, 'gamma_33': -0.5788548281459257, 'gamma_34': -3.0959179775060837, 'gamma_35': -2.796247909653604, 'gamma_36': 2.8387572333161337, 'gamma_37': 3.060740293071064, 'beta_0': 3.089267183289482, 'beta_1': -3.023208284717055, 'beta_2': -0.3591731207133524, 'beta_3': 1.0032837803353782, 'beta_4': -1.01638898266888, 'beta_5': -0.5291201877650945, 'beta_6': 2.794247051555054, 'beta_7': 0.16265571123502487, 'beta_8': -0.06358345651828788, 'beta_9': 0.04362179318689652, 'beta_10': 3.1188380371974924, 'beta_11': 0.12517093583007127, 'beta_12': -1.8936557342112867, 'beta_13': 0.08506389672117098, 'beta_14': -1.0631784587330273, 'beta_15': 0.7613091843367782, 'beta_16': -3.0923158959630994, 'beta_17': -0.3919895612003972, 'beta_18': 1.454501040072123, 'beta_19': 1.0405276261497733, 'beta_20': 2.828789662882396, 'beta_21': -1.4477810398156394, 'beta_22': 1.558207858572616, 'beta_23': 0.814793235694917, 'beta_24': 1.0510735141880996, 'beta_25': -3.0378119144012015, 'beta_26': -2.8482418575055326, 'beta_27': -2.752049273564431, 'beta_28': -1.1187375312551011, 'beta_29': 1.807419272733614, 'beta_30': 0.12316016982536217, 'beta_31': -1.107125825164852, 'beta_32': 2.83599408956914, 'beta_33': 2.2597850817567684, 'beta_34': -2.1479181766331816, 'beta_35': 2.8467834430178973, 'beta_36': -2.65290764725481, 'beta_37': 2.7065303929702083}. Best is trial 20 with value: -32.766374966569956.
[I 2021-08-05 11:59:00,961] Trial 21 finished with value: -31.638124765252876 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 1.657643455699765, 'gamma_1': 1.4961955785618362, 'gamma_2': -1.3787534521202969, 'gamma_3': -0.09995638167369791, 'gamma_4': -2.5492976140594874, 'gamma_5': -2.9570602161219246, 'gamma_6': -0.6336835151164645, 'gamma_7': -0.4570485296851357, 'gamma_8': -0.44463555978956837, 'gamma_9': -0.3469534246955844, 'gamma_10': 0.7941041362666501, 'gamma_11': 3.072651680389847, 'gamma_12': -0.6882264561046074, 'gamma_13': 0.5824969671923188, 'gamma_14': -3.1311341027837853, 'gamma_15': -1.0303561341508636, 'gamma_16': 1.2038222074406892, 'gamma_17': 1.8955703101803496, 'gamma_18': -0.3441651852467748, 'gamma_19': 0.9897481012615301, 'gamma_20': -1.7097670603601909, 'gamma_21': 1.3434368568411925, 'gamma_22': 3.0410803351963134, 'gamma_23': -2.770591593980501, 'gamma_24': 3.0948968272878323, 'gamma_25': 1.1978871007162175, 'gamma_26': 3.1053453620817257, 'gamma_27': -3.0085713965609706, 'gamma_28': -0.8697187680563433, 'gamma_29': -3.0563606433764656, 'gamma_30': 2.899236462388939, 'gamma_31': -3.12730756614898, 'gamma_32': 3.071143851493072, 'gamma_33': -0.6183811595222058, 'gamma_34': -3.1206712099768583, 'gamma_35': -3.125539874184753, 'gamma_36': 2.5327787550364396, 'gamma_37': 2.9283395058239385, 'gamma_38': 2.725530211779546, 'gamma_39': 2.9812697468161087, 'gamma_40': 3.0837313097549206, 'beta_0': 2.88695222733172, 'beta_1': -3.073705458230718, 'beta_2': 0.0904398904900865, 'beta_3': 0.9983535608004236, 'beta_4': -0.8242138358385794, 'beta_5': -0.48492031160146637, 'beta_6': 2.4089770815038998, 'beta_7': 0.4928241972146244, 'beta_8': -0.1607850385862783, 'beta_9': 0.21932289562798138, 'beta_10': 2.270126559711961, 'beta_11': -0.28493161310011633, 'beta_12': -2.070036417203847, 'beta_13': 0.1531373882975467, 'beta_14': -0.9743198266980138, 'beta_15': 0.5335713131785671, 'beta_16': -3.0933331439520955, 'beta_17': -0.6006895752981198, 'beta_18': 1.3887605342551057, 'beta_19': 1.022260316784382, 'beta_20': 2.5026451721108445, 'beta_21': -1.3958488423042437, 'beta_22': 1.6548481050169168, 'beta_23': 1.1291377582840325, 'beta_24': 1.0383243808312026, 'beta_25': -3.071269747735677, 'beta_26': -2.8627418695116207, 'beta_27': -3.0165529680558856, 'beta_28': -1.2670867899751475, 'beta_29': 1.9676869656525497, 'beta_30': 0.19811452568257545, 'beta_31': -1.036773133346082, 'beta_32': 2.3168724514953896, 'beta_33': 2.8269918376796555, 'beta_34': -3.0881913033950688, 'beta_35': 2.918715667955332, 'beta_36': -2.965802624228176, 'beta_37': 3.097882005471597, 'beta_38': 2.6330662087967807, 'beta_39': 2.6210955748053983, 'beta_40': -3.069029569106918}. Best is trial 20 with value: -32.766374966569956.
[I 2021-08-05 11:59:39,329] Trial 22 finished with value: -32.941250080140485 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.5499651980390374, 'gamma_1': 1.49240064862588, 'gamma_2': -2.4317085899796087, 'gamma_3': 0.10230172317144734, 'gamma_4': -2.328609447935361, 'gamma_5': -3.0585230242764525, 'gamma_6': -0.5912541602525088, 'gamma_7': -0.28858103908407295, 'gamma_8': -0.596396028187336, 'gamma_9': -0.1056117992294503, 'gamma_10': 0.9974868438161761, 'gamma_11': 3.079705232715112, 'gamma_12': -0.752844046500569, 'gamma_13': 0.5861794068290543, 'gamma_14': -3.06790264186284, 'gamma_15': -1.1714303398146613, 'gamma_16': 1.0174730644886376, 'gamma_17': 1.8129097726762782, 'gamma_18': -0.4983313103558342, 'gamma_19': 1.18084254483387, 'gamma_20': -1.9208081954738787, 'gamma_21': 1.326140970423157, 'gamma_22': 2.8297876199500505, 'gamma_23': -3.1125890686156468, 'gamma_24': 2.6903565167314514, 'gamma_25': 1.2432809512302665, 'gamma_26': 3.027419511962809, 'gamma_27': -3.1230891446487097, 'gamma_28': -0.6252650180538556, 'gamma_29': -2.801171010239095, 'gamma_30': 2.89701574381115, 'gamma_31': -3.0836445529150254, 'gamma_32': 2.6482334400306966, 'gamma_33': -0.8297136457592061, 'gamma_34': -2.858513016688725, 'gamma_35': -2.8999456491904776, 'gamma_36': 2.8292588357108706, 'gamma_37': 3.069776479581975, 'gamma_38': 3.1410459215728457, 'gamma_39': 2.971367487856128, 'beta_0': 2.0125565471372857, 'beta_1': -3.123882910139703, 'beta_2': 0.04232659971465447, 'beta_3': 0.8927358611368437, 'beta_4': -0.6613548789494612, 'beta_5': 0.10074864521657367, 'beta_6': 3.043471647690239, 'beta_7': 0.6545471297031358, 'beta_8': 0.15600297019714057, 'beta_9': 0.42990564759856786, 'beta_10': 2.99539486794537, 'beta_11': -0.4118269706364009, 'beta_12': -1.9819587376214096, 'beta_13': 0.2211283995284846, 'beta_14': -0.7998256199449132, 'beta_15': 0.4961022963436384, 'beta_16': -3.1101263065469023, 'beta_17': -0.6929473619695546, 'beta_18': 1.5795388622834245, 'beta_19': 1.1887245043111345, 'beta_20': 3.1406193518862184, 'beta_21': -1.3025932247847496, 'beta_22': 1.5040774888694006, 'beta_23': 0.9156896839973323, 'beta_24': 0.9804622076460575, 'beta_25': -3.0339350676610097, 'beta_26': -2.9591175998620147, 'beta_27': -2.934134648439186, 'beta_28': -1.249437017865627, 'beta_29': 1.9207070545425176, 'beta_30': 0.38898471597606277, 'beta_31': -1.0530642277804425, 'beta_32': 2.9296696497217294, 'beta_33': 2.9166054959986334, 'beta_34': -3.0217054173035116, 'beta_35': 3.072745207793015, 'beta_36': -3.0625073143435952, 'beta_37': 2.8851405189025603, 'beta_38': 2.913292774417269, 'beta_39': 2.959318641142857}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:00:19,665] Trial 23 finished with value: -31.23674994420583 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.5802040667223454, 'gamma_1': 1.546198276318246, 'gamma_2': -2.4475002016386833, 'gamma_3': 0.1443395582287321, 'gamma_4': -2.529268007620825, 'gamma_5': -3.055919685039854, 'gamma_6': -1.1703497112662813, 'gamma_7': -0.22354800098169972, 'gamma_8': -0.6786792237306616, 'gamma_9': -0.1688669970522374, 'gamma_10': 0.6642181119705914, 'gamma_11': 2.84070776700156, 'gamma_12': -0.8187633959362428, 'gamma_13': 0.5800793164008895, 'gamma_14': -3.120823485937298, 'gamma_15': -1.0141428768768785, 'gamma_16': 1.1114005426835811, 'gamma_17': 2.0779225446780094, 'gamma_18': -0.9419317760538191, 'gamma_19': 0.9674451020265329, 'gamma_20': -1.7935811543660878, 'gamma_21': 1.417319934674032, 'gamma_22': 3.01700782238536, 'gamma_23': -2.978534939139466, 'gamma_24': 3.086202306870524, 'gamma_25': 1.279003176016343, 'gamma_26': 3.126647840256542, 'gamma_27': -3.011750044344226, 'gamma_28': -0.6217376249730248, 'gamma_29': -3.0497690986093247, 'gamma_30': 3.03545310722943, 'gamma_31': -3.0919184443144645, 'gamma_32': 3.1271199700348182, 'gamma_33': -0.7215197546765182, 'gamma_34': -3.132305360479703, 'gamma_35': -3.10631732374791, 'gamma_36': 3.1242534442253187, 'gamma_37': 3.0696033053061504, 'gamma_38': 3.126716565119532, 'gamma_39': 2.24925106946829, 'beta_0': 3.138597915214083, 'beta_1': -3.088802496826526, 'beta_2': 0.11062948581617314, 'beta_3': 1.0561920529446935, 'beta_4': -0.7499716026397882, 'beta_5': 0.5145224275771078, 'beta_6': 3.0646996637980584, 'beta_7': 0.5791773250820178, 'beta_8': -0.09903151000418056, 'beta_9': 0.40462116732969483, 'beta_10': 3.0825094994832307, 'beta_11': -0.3688520089528091, 'beta_12': -1.6741599056921241, 'beta_13': 0.20790906768566728, 'beta_14': -0.42204632529242997, 'beta_15': 0.44199475124504056, 'beta_16': -3.0726394807652206, 'beta_17': -0.7714244113897425, 'beta_18': 1.8814054731240957, 'beta_19': 1.3088419672197378, 'beta_20': 3.093803373579152, 'beta_21': -1.425495599063539, 'beta_22': 1.5884717636192096, 'beta_23': 0.871582998195354, 'beta_24': 0.9682358188569667, 'beta_25': -2.8311939504629766, 'beta_26': -3.0060164865147128, 'beta_27': -2.913941531783975, 'beta_28': -1.3189039994837952, 'beta_29': 1.8479556407188447, 'beta_30': 0.322491776581529, 'beta_31': -0.8992822099907873, 'beta_32': 3.085853029195544, 'beta_33': 2.973315231804985, 'beta_34': -2.9808181583368865, 'beta_35': 3.0157733779325326, 'beta_36': -2.9241601307729836, 'beta_37': 3.1054711294031945, 'beta_38': 2.956627475947742, 'beta_39': 3.115729234944802}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:01:00,099] Trial 24 finished with value: -32.022625240753456 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 1.9256053966282831, 'gamma_1': 0.6361369842463329, 'gamma_2': -1.2897830292127788, 'gamma_3': 0.7431862059984816, 'gamma_4': -1.6211642319290218, 'gamma_5': -2.9787147164178065, 'gamma_6': -0.19238343164500343, 'gamma_7': 0.1165080114084815, 'gamma_8': -1.3818169527122799, 'gamma_9': -1.0810153781836254, 'gamma_10': 0.7139952348749534, 'gamma_11': 2.994320258891268, 'gamma_12': -0.9319615539285411, 'gamma_13': 0.4973626768726111, 'gamma_14': -2.9675979700857824, 'gamma_15': 0.046253445632454225, 'gamma_16': 1.3041927368190085, 'gamma_17': 1.419787206074849, 'gamma_18': 1.025539369002338, 'gamma_19': 1.185250334257481, 'gamma_20': -1.9132048283821597, 'gamma_21': 1.1906126217414075, 'gamma_22': 2.167844668508023, 'gamma_23': -2.5433744610003677, 'gamma_24': 3.098977651006334, 'gamma_25': 1.378254273121178, 'gamma_26': 2.3103837080402028, 'gamma_27': -3.115774112561766, 'gamma_28': -0.9510593462527845, 'gamma_29': -3.0342428976464935, 'gamma_30': 2.040493511526751, 'gamma_31': -2.2106581405345227, 'gamma_32': 1.9544937059364926, 'gamma_33': -0.5421867714787296, 'gamma_34': -3.0679256274333024, 'gamma_35': -1.9822919957078964, 'gamma_36': 2.9314753381551917, 'gamma_37': 3.057134522849368, 'beta_0': 2.1186638987684816, 'beta_1': -2.915234383410136, 'beta_2': 0.04812615862119876, 'beta_3': 1.9738558825096744, 'beta_4': -0.9241229753389247, 'beta_5': -0.5153916698272177, 'beta_6': 2.2341683890736435, 'beta_7': 1.1258899608534105, 'beta_8': 0.4188026884137307, 'beta_9': -0.37278718954444795, 'beta_10': 2.3204753175374893, 'beta_11': 0.31685775733056193, 'beta_12': -1.482807874271811, 'beta_13': 0.7035052064003646, 'beta_14': 0.8875216322711474, 'beta_15': 0.035127675796139624, 'beta_16': -3.1390218562766314, 'beta_17': -1.0434350175876914, 'beta_18': 1.8649828015260492, 'beta_19': 1.2328091232716953, 'beta_20': 3.079823178795939, 'beta_21': -1.15394130425205, 'beta_22': 1.630619211084034, 'beta_23': 1.399601406520688, 'beta_24': 0.892235541662323, 'beta_25': -3.074371674659414, 'beta_26': -2.009255494950582, 'beta_27': -3.1340296763484665, 'beta_28': -1.1314054958003843, 'beta_29': 1.8078550303069993, 'beta_30': -0.39848544921529405, 'beta_31': -0.9630390306253662, 'beta_32': 3.068665303786758, 'beta_33': 1.8549483295774074, 'beta_34': -2.953284628116809, 'beta_35': 3.087540373451992, 'beta_36': -3.1341728587869824, 'beta_37': 2.9733551572869956}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:01:37,786] Trial 25 finished with value: -31.740999976058166 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 0.8371746692863333, 'gamma_1': -0.5144730403695856, 'gamma_2': -2.4638851417772023, 'gamma_3': 1.0210651961768955, 'gamma_4': -1.509785459356035, 'gamma_5': -2.445464974728479, 'gamma_6': 0.16410914262534732, 'gamma_7': 0.5394627081357559, 'gamma_8': -1.5203626039654916, 'gamma_9': -1.2828301689265957, 'gamma_10': 1.0598120557134012, 'gamma_11': 1.8365397142573716, 'gamma_12': -1.3843873381305858, 'gamma_13': 0.7157126659964655, 'gamma_14': -1.1067344603714986, 'gamma_15': 0.49913444529888285, 'gamma_16': 1.7757017261507957, 'gamma_17': 1.2417173804319368, 'gamma_18': 1.3540375480220406, 'gamma_19': 1.5168497778790682, 'gamma_20': -2.0963984465558374, 'gamma_21': 0.7450250886540917, 'gamma_22': 1.8586431468331468, 'gamma_23': -2.020222854403915, 'gamma_24': 1.658343873770283, 'gamma_25': 1.5788301261456532, 'gamma_26': 2.0047932325304494, 'gamma_27': -1.7300684192750573, 'gamma_28': 0.4333172106343719, 'gamma_29': -1.8085534651933846, 'gamma_30': 1.6566144553110906, 'gamma_31': -1.6587884763606449, 'gamma_32': 1.3462181211654694, 'gamma_33': -0.273403708342304, 'gamma_34': -2.0371314966623695, 'gamma_35': -1.3906281013252513, 'gamma_36': 3.1321832710693815, 'beta_0': 2.032851417999249, 'beta_1': -3.1093105550695554, 'beta_2': -0.5165007360249009, 'beta_3': 1.9416700724188873, 'beta_4': -2.283911782857435, 'beta_5': 0.2938270188338218, 'beta_6': 2.400017730912174, 'beta_7': 1.5696002551022206, 'beta_8': 0.8742040811590843, 'beta_9': -0.44122613983739767, 'beta_10': 3.0846518411506514, 'beta_11': 0.5803510109972994, 'beta_12': -1.431702441863875, 'beta_13': 0.7814056435835527, 'beta_14': 0.9643588723538175, 'beta_15': -0.36933601777482855, 'beta_16': -2.1440024124850376, 'beta_17': -1.3370967735469361, 'beta_18': 2.29633651046826, 'beta_19': 2.422696560392059, 'beta_20': 3.0276569198841443, 'beta_21': -1.030962157271972, 'beta_22': 1.678769053957857, 'beta_23': 1.7005807474124852, 'beta_24': 0.5678993726614012, 'beta_25': -1.7878267948714648, 'beta_26': -1.479551316763139, 'beta_27': -2.2005362420444703, 'beta_28': -0.8501383317208089, 'beta_29': 1.546442437782668, 'beta_30': -0.7975629327191578, 'beta_31': -1.1832103442301896, 'beta_32': 3.13990706128234, 'beta_33': 1.2631268382907543, 'beta_34': -2.04961558629192, 'beta_35': 2.7690073414811405, 'beta_36': -1.3304457433405275}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:02:08,418] Trial 26 finished with value: -31.05262487838902 and parameters: {'optimizer': 'COBYLA', 'reps': 27, 'gamma_0': 2.556395848156048, 'gamma_1': 0.46112715641531155, 'gamma_2': -1.2095042727674759, 'gamma_3': 1.529322669618887, 'gamma_4': -1.768853754941213, 'gamma_5': -2.6768841920226967, 'gamma_6': -0.00703575844406179, 'gamma_7': 1.3104816124897931, 'gamma_8': -1.4507636273699633, 'gamma_9': 0.38557314337933557, 'gamma_10': 1.2712632668402002, 'gamma_11': 3.092339818819762, 'gamma_12': -0.23188179285264454, 'gamma_13': 2.17671003238661, 'gamma_14': -2.7894194866462354, 'gamma_15': 0.14639473774523915, 'gamma_16': 1.1080847155416822, 'gamma_17': -0.6438676847311873, 'gamma_18': 0.8702732912347849, 'gamma_19': 0.17110365593746968, 'gamma_20': -1.2085012208679107, 'gamma_21': 2.17516585567719, 'gamma_22': 1.934230641231475, 'gamma_23': -1.960854308714511, 'gamma_24': 2.983433936276145, 'gamma_25': 1.88573919584179, 'gamma_26': 2.1253610402349614, 'beta_0': 1.5211912127518035, 'beta_1': -2.3267164956424358, 'beta_2': 0.44010802628127377, 'beta_3': 2.073501006881693, 'beta_4': -1.2399599730560737, 'beta_5': 1.49031244123986, 'beta_6': 2.9574687112220834, 'beta_7': 2.1655570027991446, 'beta_8': 1.5420596745210795, 'beta_9': 0.8545381737173602, 'beta_10': 3.094093298693397, 'beta_11': -1.1968669675405892, 'beta_12': -1.0746834169900559, 'beta_13': -0.7466213675421621, 'beta_14': 1.030540970054046, 'beta_15': 1.2431591655118917, 'beta_16': -2.196816851331346, 'beta_17': 0.42891350453477706, 'beta_18': 0.6032830503225604, 'beta_19': 0.5870112111206303, 'beta_20': 3.093025553362222, 'beta_21': -0.8117483201406884, 'beta_22': 1.036195524168427, 'beta_23': -0.5525074643663332, 'beta_24': 2.1166942557456867, 'beta_25': -1.9810982377396569, 'beta_26': -1.7536145836479236}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:02:52,658] Trial 27 finished with value: -31.180249978687744 and parameters: {'optimizer': 'COBYLA', 'reps': 51, 'gamma_0': 1.8467953648384365, 'gamma_1': 0.6318441551911976, 'gamma_2': -2.0245435022453875, 'gamma_3': 0.40775689812401494, 'gamma_4': -3.131523709609916, 'gamma_5': -1.6014292086147555, 'gamma_6': -2.0574330367561853, 'gamma_7': -0.025367356055606805, 'gamma_8': 0.023794774854504513, 'gamma_9': -0.7110479217279322, 'gamma_10': -0.6653647792676238, 'gamma_11': 1.8271390723457135, 'gamma_12': -2.5896594872128214, 'gamma_13': 0.09968669049701671, 'gamma_14': -1.3931909031594008, 'gamma_15': 1.3314457238960868, 'gamma_16': 0.24828453685437762, 'gamma_17': 3.0280531610067536, 'gamma_18': -1.29587115423909, 'gamma_19': 0.9722349744810614, 'gamma_20': -2.468896888173073, 'gamma_21': 0.4983237999166763, 'gamma_22': 2.1111496298642622, 'gamma_23': -3.1282605162343877, 'gamma_24': 1.829249125125138, 'gamma_25': 0.22862768821895596, 'gamma_26': 3.112456875054319, 'gamma_27': -2.108698660849549, 'gamma_28': -1.4794661041853172, 'gamma_29': -3.0261997900862068, 'gamma_30': 1.7010121025094371, 'gamma_31': -2.316989907963238, 'gamma_32': 1.373632957953022, 'gamma_33': -1.3861339635865995, 'gamma_34': -1.9572610989763397, 'gamma_35': -1.3538969374057768, 'gamma_36': 1.9501994899010253, 'gamma_37': 1.7351985424400012, 'gamma_38': 1.5533672613498068, 'gamma_39': -3.004208877934614, 'gamma_40': 0.8075376730964104, 'gamma_41': 3.071589934152258, 'gamma_42': -2.8247505781211055, 'gamma_43': -3.1046218226662172, 'gamma_44': -2.8694827809514436, 'gamma_45': 3.0100537834360304, 'gamma_46': -3.1144152228742787, 'gamma_47': 2.752196281790721, 'gamma_48': -1.9280592893824062, 'gamma_49': -0.08499647465205004, 'gamma_50': 1.3350089480647152, 'beta_0': 2.1998671258947966, 'beta_1': -1.0512859981110816, 'beta_2': -0.4726031661471828, 'beta_3': 0.7308706674357247, 'beta_4': -0.16687801094471402, 'beta_5': -1.4382688771339738, 'beta_6': 1.6459261856071215, 'beta_7': 0.8587322521121079, 'beta_8': 0.39382878663214516, 'beta_9': -1.0476331532480052, 'beta_10': 2.1697402286199883, 'beta_11': 0.6472117568448965, 'beta_12': -0.12241263695021343, 'beta_13': 1.1438053624187554, 'beta_14': -2.148373920752667, 'beta_15': -0.11618866416928268, 'beta_16': -3.0832291167485457, 'beta_17': 0.0037878104767681275, 'beta_18': 1.9323099572180862, 'beta_19': 2.1062061240419774, 'beta_20': 2.020098318183784, 'beta_21': -2.135374843997274, 'beta_22': 2.4391619596083487, 'beta_23': 1.9089587960063694, 'beta_24': -0.008058083557837437, 'beta_25': -3.0837320408695654, 'beta_26': -2.1913275016490346, 'beta_27': -1.8746727326937154, 'beta_28': -0.573577697447685, 'beta_29': 3.104715553795832, 'beta_30': 1.0917816359254846, 'beta_31': -0.38283420821376124, 'beta_32': 1.8421729242743006, 'beta_33': 1.4836411165136565, 'beta_34': -1.6193796937829914, 'beta_35': 1.3607008198608623, 'beta_36': -1.126543877395447, 'beta_37': 2.3608182195727143, 'beta_38': 1.6751164729060535, 'beta_39': 0.3654342946664215, 'beta_40': 2.4937171606521864, 'beta_41': -3.118482696339323, 'beta_42': 2.91137879115216, 'beta_43': -2.605503910745435, 'beta_44': 2.759557485982775, 'beta_45': 3.087660316359869, 'beta_46': -2.1215048624507813, 'beta_47': 2.933513858520803, 'beta_48': 1.5417359319502502, 'beta_49': 2.2610746182267416, 'beta_50': -2.938748438357074}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:03:30,306] Trial 28 finished with value: -32.93900013498708 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 1.1510685839166215, 'gamma_1': -0.8907731196065365, 'gamma_2': -3.0801150327245788, 'gamma_3': 2.118683774859267, 'gamma_4': -0.34716759779387885, 'gamma_5': -3.091803024903915, 'gamma_6': -1.1195479977415825, 'gamma_7': -1.068389676152446, 'gamma_8': -1.543963253466623, 'gamma_9': -1.9312558944827596, 'gamma_10': 0.2418711015730659, 'gamma_11': 2.3325634533021415, 'gamma_12': -1.2572744684802273, 'gamma_13': 1.2650424329137715, 'gamma_14': -0.3757507245577516, 'gamma_15': -0.4347889638273606, 'gamma_16': 1.6089992181899153, 'gamma_17': 1.0540918579905805, 'gamma_18': 0.869732373795158, 'gamma_19': 3.081846651686297, 'gamma_20': -0.8698313663083381, 'gamma_21': 2.2568643666040753, 'gamma_22': 2.502300551369674, 'gamma_23': -2.300028196488583, 'gamma_24': 3.1389949073266283, 'gamma_25': 0.778650131566973, 'gamma_26': 1.731337393289936, 'gamma_27': -0.7548626339386288, 'gamma_28': 0.20200467758879914, 'gamma_29': -1.8510231571449989, 'gamma_30': 2.221090003984735, 'gamma_31': -1.6596972417521514, 'gamma_32': 1.6722857254261205, 'gamma_33': 0.7945494192642464, 'gamma_34': 2.975040394236011, 'gamma_35': -1.841651597587554, 'gamma_36': 1.6445128386540038, 'gamma_37': 1.6824042066533098, 'gamma_38': 1.264647256051129, 'beta_0': 1.3497355669267537, 'beta_1': -2.711860121858902, 'beta_2': 2.3553980512923234, 'beta_3': 1.7796903119464678, 'beta_4': -0.4482252272478321, 'beta_5': -0.5800151147214394, 'beta_6': 2.4635158663821493, 'beta_7': 0.09795181708143519, 'beta_8': 2.2028868629681284, 'beta_9': -0.2664049875638901, 'beta_10': 2.2199449356831598, 'beta_11': -1.039690771668051, 'beta_12': -2.5577043191088307, 'beta_13': 0.8294395301280815, 'beta_14': -0.1327618901004176, 'beta_15': 0.8981090261330327, 'beta_16': -1.5856428355633652, 'beta_17': -1.4091909811253647, 'beta_18': 0.31926368272817207, 'beta_19': 1.1866798235568865, 'beta_20': 2.3506419787917685, 'beta_21': -0.4884286116030361, 'beta_22': 2.2452166532029545, 'beta_23': 0.26431289753806264, 'beta_24': 1.8281563284482976, 'beta_25': -2.107218930015585, 'beta_26': -3.1279227895672284, 'beta_27': -3.0925276897268876, 'beta_28': -2.0716600505431937, 'beta_29': 1.3990266318124585, 'beta_30': -0.7300794899315005, 'beta_31': -1.8946605735348976, 'beta_32': 3.063369070883457, 'beta_33': 1.7985515658836178, 'beta_34': -1.5704429099832238, 'beta_35': 1.9766965682389583, 'beta_36': -3.1256318985684644, 'beta_37': 1.630684033604831, 'beta_38': -2.9825443299809558}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:11:12,330] Trial 29 finished with value: -29.548375152876243 and parameters: {'optimizer': 'QN-SPSA', 'reps': 28, 'gamma_0': 1.022709666360766, 'gamma_1': -0.6009547438887921, 'gamma_2': -3.1012464177989902, 'gamma_3': 2.0625393294624943, 'gamma_4': 1.352778980489362, 'gamma_5': -2.406123863230343, 'gamma_6': -0.9369500912134139, 'gamma_7': -0.9990565209903686, 'gamma_8': 0.17529065132437086, 'gamma_9': -2.501845899426656, 'gamma_10': -0.0010190966556144487, 'gamma_11': 0.9224745572271289, 'gamma_12': -0.10439249647727411, 'gamma_13': 1.3991638216306421, 'gamma_14': -0.1650439094008873, 'gamma_15': -1.4288418175644189, 'gamma_16': 1.743631427668893, 'gamma_17': 0.8580084383225284, 'gamma_18': 1.9641069539130767, 'gamma_19': 2.70068794728157, 'gamma_20': -0.24693364903657725, 'gamma_21': 2.1082421164118816, 'gamma_22': 3.056473078870243, 'gamma_23': -1.2388778758372725, 'gamma_24': 0.988117705455748, 'gamma_25': 0.5150142899727598, 'gamma_26': 1.2043344395138575, 'gamma_27': -0.7868218043724688, 'beta_0': 1.3791952137259793, 'beta_1': -2.558199943261922, 'beta_2': 2.4286323038871243, 'beta_3': 0.5875848887628456, 'beta_4': -0.40522171136000623, 'beta_5': -1.3354290912496838, 'beta_6': 2.7245278120875827, 'beta_7': 0.09720673457780112, 'beta_8': 2.2235239639233506, 'beta_9': 0.980760105409888, 'beta_10': 3.0445041358733427, 'beta_11': -1.3185027680731076, 'beta_12': -2.4179267749055864, 'beta_13': -0.6380576851466522, 'beta_14': -0.21792863181918573, 'beta_15': 1.0303135949294295, 'beta_16': -1.5844749022612463, 'beta_17': -1.5966893501234465, 'beta_18': -0.048303443305462324, 'beta_19': 3.068206916249163, 'beta_20': 2.176474064149048, 'beta_21': -0.5356919168746105, 'beta_22': -0.7645916573574282, 'beta_23': 0.21146094680763294, 'beta_24': 2.150258138534261, 'beta_25': -1.7241722897509826, 'beta_26': -3.059990722187258, 'beta_27': -1.9911915748930022}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:12:02,501] Trial 30 finished with value: -31.95587487442126 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': 1.219536727445396, 'gamma_1': -2.30553019918116, 'gamma_2': -2.0783889948196292, 'gamma_3': 2.3364574038234474, 'gamma_4': -0.4359100837911386, 'gamma_5': -1.3890279546929318, 'gamma_6': -2.5799367152370527, 'gamma_7': -1.6126701591535224, 'gamma_8': 0.6270212946108167, 'gamma_9': -1.9589590186775179, 'gamma_10': -0.5497041192169667, 'gamma_11': 2.48251240084213, 'gamma_12': -1.898729498165147, 'gamma_13': 3.086588874698556, 'gamma_14': 0.5147284437561739, 'gamma_15': -0.39490858835102177, 'gamma_16': 0.5057601607270216, 'gamma_17': -1.1776339403942755, 'gamma_18': 0.5084576933565172, 'gamma_19': 3.0527117903030576, 'gamma_20': -0.7762639103767212, 'gamma_21': 2.147068901856879, 'gamma_22': 1.2057047877429174, 'gamma_23': 0.9671448407779076, 'gamma_24': 2.420652915290169, 'gamma_25': -0.7784136875329503, 'gamma_26': 1.641254486401505, 'gamma_27': 1.0702111378227512, 'gamma_28': 0.7607493194451646, 'gamma_29': -1.5803166799525779, 'gamma_30': 0.6920596089864688, 'gamma_31': -1.114614268068514, 'gamma_32': -2.922161463695022, 'gamma_33': 0.7593288605971732, 'gamma_34': 2.8495953863657144, 'gamma_35': -0.6044430686009075, 'gamma_36': 1.6072321668338831, 'gamma_37': 1.5141154453057346, 'gamma_38': 1.446637630763822, 'gamma_39': 1.4533316210902385, 'gamma_40': -0.7308037070912476, 'gamma_41': -0.8732141063131371, 'gamma_42': 2.7619064180823907, 'beta_0': 0.5788915784048084, 'beta_1': -2.0742740594161537, 'beta_2': 2.98873413059113, 'beta_3': 1.4836159110686777, 'beta_4': -2.0927281764196732, 'beta_5': 0.25124579630521715, 'beta_6': 1.306661408207655, 'beta_7': -0.9658538118174869, 'beta_8': 2.1476331384772904, 'beta_9': 1.9528164708256222, 'beta_10': 1.9029106438127477, 'beta_11': -0.6973760432275594, 'beta_12': -2.696874647506789, 'beta_13': 2.483419636544889, 'beta_14': -0.9157644677469156, 'beta_15': 2.308822509782682, 'beta_16': -1.4740342892189047, 'beta_17': -0.07051534568000062, 'beta_18': 0.4547884426116271, 'beta_19': -0.30826875861528613, 'beta_20': 1.2454398010513479, 'beta_21': -1.9454318944215454, 'beta_22': 2.3839620155292254, 'beta_23': -1.2358345139057978, 'beta_24': 3.0367884634753595, 'beta_25': 1.2127610799511919, 'beta_26': -0.8861236332820686, 'beta_27': -2.4467705031288354, 'beta_28': -2.1137556883701514, 'beta_29': 0.8589940380301143, 'beta_30': 1.40379914909231, 'beta_31': -1.9364992319934886, 'beta_32': 1.2420349958287755, 'beta_33': 2.115828305672418, 'beta_34': -1.2528820634225732, 'beta_35': 1.7711741703961155, 'beta_36': -2.0322624352623446, 'beta_37': 1.384705275747486, 'beta_38': -3.067293974865728, 'beta_39': 0.9260001629182169, 'beta_40': -3.093966770664522, 'beta_41': -2.8273611243828625, 'beta_42': -2.6818244037929433}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:12:40,652] Trial 31 finished with value: -32.75887626483338 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 1.8681218346599053, 'gamma_1': -1.054626003753437, 'gamma_2': -2.538633639927992, 'gamma_3': 0.4939315982982406, 'gamma_4': -2.381676737491825, 'gamma_5': -3.1184651506428995, 'gamma_6': -1.4637440341886532, 'gamma_7': 0.2820353721537092, 'gamma_8': -1.3724887065783447, 'gamma_9': -1.6948816750222073, 'gamma_10': 0.4372975066615855, 'gamma_11': 2.461452983552773, 'gamma_12': -1.2781519774053116, 'gamma_13': 1.0025028804026033, 'gamma_14': -0.5175445908829905, 'gamma_15': -0.11749989690814389, 'gamma_16': 1.826195703816551, 'gamma_17': 2.3164971071586264, 'gamma_18': 1.0475641329821752, 'gamma_19': 1.8023934732679996, 'gamma_20': -1.4303625853355157, 'gamma_21': 1.6399916036145417, 'gamma_22': 2.319699176899839, 'gamma_23': -2.343358462244948, 'gamma_24': 3.115318023397357, 'gamma_25': 2.2640581037367036, 'gamma_26': 2.4017703352347404, 'gamma_27': -3.037504148290901, 'gamma_28': -0.220838698273135, 'gamma_29': -2.650020509874227, 'gamma_30': 2.4069460203509427, 'gamma_31': -2.0926547095201506, 'gamma_32': 1.8413558911896302, 'gamma_33': 0.3811039946012726, 'gamma_34': -3.0896339764109246, 'gamma_35': -2.1927416679131406, 'gamma_36': 3.13444471275744, 'beta_0': 2.433082595031992, 'beta_1': -2.8459495103399917, 'beta_2': 0.7279754076790164, 'beta_3': 2.5817782407881564, 'beta_4': -1.0169581214048922, 'beta_5': -0.35179414758098687, 'beta_6': 2.151364330115798, 'beta_7': 1.163470163327077, 'beta_8': -0.06348527971264395, 'beta_9': -0.3574362435028256, 'beta_10': 2.535878495845662, 'beta_11': 0.12392904643823774, 'beta_12': -1.4551208964632953, 'beta_13': 0.7557023025563839, 'beta_14': 0.6292529922889869, 'beta_15': 0.0791135027234996, 'beta_16': -2.629283520282507, 'beta_17': -1.2620730036803816, 'beta_18': 1.565460507467514, 'beta_19': 1.0360592793261907, 'beta_20': 3.1246176830959267, 'beta_21': -1.603278108035042, 'beta_22': 1.0262374800536596, 'beta_23': 1.0532829594348825, 'beta_24': 1.4730928383361925, 'beta_25': -2.3564621701180615, 'beta_26': -2.4277716261425244, 'beta_27': -3.10370171262655, 'beta_28': -2.0107140843236317, 'beta_29': 2.153918948071382, 'beta_30': -0.46532960772554677, 'beta_31': -1.8891520913354416, 'beta_32': 3.136071446884476, 'beta_33': 1.6131002323881483, 'beta_34': -2.968790456233795, 'beta_35': 3.1219131476450466, 'beta_36': -3.100420322679079}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:13:15,544] Trial 32 finished with value: -31.545499966602517 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': 0.6110123112581064, 'gamma_1': -1.4670503925820555, 'gamma_2': -2.672763781835739, 'gamma_3': -0.4705584175324675, 'gamma_4': -2.1647988208726887, 'gamma_5': -3.1318832358402835, 'gamma_6': -1.4667578397819512, 'gamma_7': -0.8186304169303322, 'gamma_8': -1.9551717090274434, 'gamma_9': -1.7389914743408752, 'gamma_10': 0.26145327332055496, 'gamma_11': 2.1130963323427605, 'gamma_12': -1.3133837187136619, 'gamma_13': 1.2849698116994195, 'gamma_14': -0.35472399315227565, 'gamma_15': -0.3920482648461465, 'gamma_16': 1.8870572375073709, 'gamma_17': 2.3453660730123134, 'gamma_18': 1.5710079120287255, 'gamma_19': 2.018732077682807, 'gamma_20': -1.3232604981560967, 'gamma_21': 1.9156245220247814, 'gamma_22': 2.5391401794729638, 'gamma_23': -2.2723343896564945, 'gamma_24': 2.4552271457312878, 'gamma_25': 2.226375167924704, 'gamma_26': 0.02841368609084262, 'gamma_27': -2.28406465004734, 'gamma_28': 0.007241859468015838, 'gamma_29': -2.3023967259052283, 'gamma_30': 2.430992198570212, 'gamma_31': -2.290424945672858, 'gamma_32': 1.9892315346652727, 'gamma_33': 0.4592544495503698, 'gamma_34': 3.1303356412995953, 'beta_0': 2.4798510873228885, 'beta_1': -2.8256874466935438, 'beta_2': 2.1674057987118123, 'beta_3': 2.545233399671112, 'beta_4': -1.3278874048501403, 'beta_5': -0.45732194158554695, 'beta_6': 1.8847275818035618, 'beta_7': 0.2899155307146722, 'beta_8': 1.0643188007466784, 'beta_9': -0.09644072712362364, 'beta_10': 2.5422004870894375, 'beta_11': -1.6933310102168562, 'beta_12': -1.8525507546672066, 'beta_13': 0.7883274067390411, 'beta_14': 0.25637362323640867, 'beta_15': -0.8765961890163522, 'beta_16': -2.635131241791177, 'beta_17': -1.584719102399356, 'beta_18': 1.2817204642932647, 'beta_19': 0.8245701520614879, 'beta_20': 2.4176973841802685, 'beta_21': -1.7574804710869245, 'beta_22': 0.8694530322744991, 'beta_23': 0.6734233629352359, 'beta_24': 1.5425126737524701, 'beta_25': -2.3257902908054042, 'beta_26': -2.536876899599856, 'beta_27': -3.078132155975358, 'beta_28': -2.034164011318743, 'beta_29': 2.392769332218851, 'beta_30': -0.8564392487703529, 'beta_31': -2.036988639788736, 'beta_32': 3.0190583055851987, 'beta_33': 0.6328372320171713, 'beta_34': -2.2076342051402507}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:13:57,753] Trial 33 finished with value: -31.13724984762308 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 0.2338824006211767, 'gamma_1': -1.0256553666425332, 'gamma_2': -2.9809177933657494, 'gamma_3': -0.2233899643532974, 'gamma_4': -2.578323145705736, 'gamma_5': -1.8982102877995808, 'gamma_6': -1.8402528744347006, 'gamma_7': -0.4783187964041341, 'gamma_8': -1.1142855267990024, 'gamma_9': -2.752108771447685, 'gamma_10': 1.3668157884063366, 'gamma_11': 1.4006666524925289, 'gamma_12': -2.245714124972078, 'gamma_13': 0.9351842686653044, 'gamma_14': -0.747105614612186, 'gamma_15': -1.4334939157197883, 'gamma_16': 0.7727778151029463, 'gamma_17': 2.693346666558113, 'gamma_18': -1.3965860281324756, 'gamma_19': 0.45876509628293305, 'gamma_20': 0.5810196501651459, 'gamma_21': 3.132768530847196, 'gamma_22': 1.3823625382831757, 'gamma_23': -3.1136331920073212, 'gamma_24': 3.115346991886018, 'gamma_25': 0.7908927169538483, 'gamma_26': 2.7601001205948372, 'gamma_27': -1.052956645872115, 'gamma_28': -0.06789506201567047, 'gamma_29': -2.34063107512879, 'gamma_30': 2.9702557291677283, 'gamma_31': -3.1267426570619206, 'gamma_32': 0.6594286204572386, 'gamma_33': 0.7362989892168534, 'gamma_34': -2.0279483177602153, 'gamma_35': -2.3124772986447786, 'gamma_36': 1.632871566984302, 'gamma_37': 1.5752133027603354, 'gamma_38': 1.019111862692221, 'gamma_39': -0.6417068164532236, 'gamma_40': -3.0309237993811196, 'gamma_41': 2.0690525718607713, 'gamma_42': -1.0655250281583897, 'gamma_43': 2.830821166060016, 'gamma_44': 2.765803067778027, 'gamma_45': -2.763557671670657, 'gamma_46': -2.295074065032754, 'beta_0': 0.7595369486463552, 'beta_1': -1.2738537724071926, 'beta_2': 0.9862582300080927, 'beta_3': 1.676285883784033, 'beta_4': -0.5050520602310374, 'beta_5': 1.0458283270448043, 'beta_6': 2.593432929513879, 'beta_7': -0.2815017600380538, 'beta_8': -0.3081171803041626, 'beta_9': -0.8345769517858571, 'beta_10': 2.7650491360100915, 'beta_11': 0.9219057971245628, 'beta_12': -2.493685015227763, 'beta_13': 1.2955414146665736, 'beta_14': -0.3001918882066039, 'beta_15': 0.9918382714684868, 'beta_16': -1.5717947118253561, 'beta_17': -0.19570611203131022, 'beta_18': 2.266223619085219, 'beta_19': 1.4037247334157217, 'beta_20': 2.687380843568896, 'beta_21': -0.40746645861598796, 'beta_22': 2.198434882476438, 'beta_23': 2.270501614958342, 'beta_24': 1.5708163520803722, 'beta_25': -2.3387591896244926, 'beta_26': -3.1062112208926282, 'beta_27': -1.505885078887676, 'beta_28': -1.903200956777226, 'beta_29': 1.3134000391913474, 'beta_30': -0.26485472515448916, 'beta_31': -1.7651235236426113, 'beta_32': 2.356517440835591, 'beta_33': 2.354580571824553, 'beta_34': -0.7098650584184005, 'beta_35': 2.030304021681527, 'beta_36': -3.1200090731919756, 'beta_37': 1.7039292980531762, 'beta_38': -2.973173888463537, 'beta_39': 1.5021666606457527, 'beta_40': 1.1267431260124774, 'beta_41': -0.8500694826945799, 'beta_42': 1.0232577931901747, 'beta_43': 0.22217544438911152, 'beta_44': 2.8695927123390734, 'beta_45': -2.6446992814832258, 'beta_46': -3.1188108778889285}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:14:30,355] Trial 34 finished with value: -30.83612495509123 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': 2.7385399872919916, 'gamma_1': -1.9650371696810596, 'gamma_2': -2.2189793410130343, 'gamma_3': 1.3276713115344771, 'gamma_4': -1.3035661916782022, 'gamma_5': -2.6437847373625774, 'gamma_6': -1.0980164033617619, 'gamma_7': 0.3559968896168588, 'gamma_8': -0.29064142400938664, 'gamma_9': 0.2214707537776749, 'gamma_10': 0.3666518756148142, 'gamma_11': 2.5735071312766444, 'gamma_12': -3.113186974595578, 'gamma_13': 1.8647151427916833, 'gamma_14': 0.01576541441875068, 'gamma_15': -0.7722343587311178, 'gamma_16': -0.579162399089338, 'gamma_17': 1.926890014689718, 'gamma_18': 0.3350494715181662, 'gamma_19': 2.1900450790824912, 'gamma_20': -2.466067640145449, 'gamma_21': 0.230994558317426, 'gamma_22': 3.1374096077617524, 'gamma_23': -1.4258098983080738, 'gamma_24': 2.486457108956028, 'gamma_25': 2.340565351638362, 'gamma_26': 2.418661302179439, 'gamma_27': -2.335846192997462, 'gamma_28': 1.2035800106336518, 'beta_0': 3.1267979991279518, 'beta_1': -2.180578486418698, 'beta_2': 0.6227671003875036, 'beta_3': 2.6004358194059463, 'beta_4': 0.5878600410551063, 'beta_5': 0.3018178044689029, 'beta_6': 2.9517619602536427, 'beta_7': 1.2940979626964229, 'beta_8': -1.1348904815169092, 'beta_9': 0.5715055997407643, 'beta_10': 0.9532301278880533, 'beta_11': -0.12354573444649322, 'beta_12': -1.3160756168518122, 'beta_13': -0.503047995123746, 'beta_14': 1.4464802258758855, 'beta_15': 0.21129335569280694, 'beta_16': -2.7092136627171413, 'beta_17': -2.003622108319038, 'beta_18': 1.4248663200109928, 'beta_19': 1.8197703800683365, 'beta_20': 1.6942314908291762, 'beta_21': -3.0004015676038156, 'beta_22': 1.000539010467767, 'beta_23': -0.12548529443032952, 'beta_24': 0.3668669278287109, 'beta_25': -1.2648160437017986, 'beta_26': 1.3092131634242934, 'beta_27': 0.25686613593263585, 'beta_28': -0.17547185978784152}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:15:54,457] Trial 35 finished with value: -23.713499486131553 and parameters: {'optimizer': 'SPSA', 'reps': 44, 'gamma_0': 1.3679406683671116, 'gamma_1': -0.4297083094803896, 'gamma_2': -1.8287120520474243, 'gamma_3': 0.5509242211713719, 'gamma_4': 1.7510799941919544, 'gamma_5': -2.13209242353448, 'gamma_6': -2.355504665016144, 'gamma_7': 1.2145738373835664, 'gamma_8': -2.5072380162708505, 'gamma_9': -1.8559578851769964, 'gamma_10': -0.2921066069901104, 'gamma_11': 1.6270596132001711, 'gamma_12': -0.26560562596578774, 'gamma_13': 0.1736125597128777, 'gamma_14': -1.5108192521078667, 'gamma_15': -0.21888517637400484, 'gamma_16': 1.9986562116319793, 'gamma_17': 0.938853245763119, 'gamma_18': 0.562571688083491, 'gamma_19': 1.5574752563522154, 'gamma_20': -1.3918442943466613, 'gamma_21': 2.637291034036414, 'gamma_22': 2.4835364488605216, 'gamma_23': -2.3733104571095542, 'gamma_24': 3.126047691748979, 'gamma_25': 0.7808830224870731, 'gamma_26': 1.6090134085009473, 'gamma_27': -3.105365639307938, 'gamma_28': -0.16050707350413757, 'gamma_29': -0.8977034465085453, 'gamma_30': 2.278148322303683, 'gamma_31': -1.6670742173151718, 'gamma_32': 2.545788807227296, 'gamma_33': 2.902070385372426, 'gamma_34': -2.51853661259326, 'gamma_35': 1.091303529975197, 'gamma_36': 3.090996468971002, 'gamma_37': 2.014522844711247, 'gamma_38': 3.043085896184004, 'gamma_39': 3.134985696762668, 'gamma_40': 1.2530639511303803, 'gamma_41': -1.298868465704013, 'gamma_42': 3.111288962963258, 'gamma_43': 2.702678762831949, 'beta_0': 1.6505412730499085, 'beta_1': -2.625181168421212, 'beta_2': 2.563826957176435, 'beta_3': 0.7859905633353286, 'beta_4': -1.0401486385469598, 'beta_5': -0.16462613989593167, 'beta_6': 0.881475088332742, 'beta_7': 2.082332373453673, 'beta_8': -1.9668871876752603, 'beta_9': -1.510790973319315, 'beta_10': 2.1004887866777704, 'beta_11': 0.0678018854359355, 'beta_12': -0.47073643739510285, 'beta_13': 0.25023871714967927, 'beta_14': -1.3403196423281358, 'beta_15': 0.9106922335578107, 'beta_16': -2.653680392821029, 'beta_17': -2.919860026024561, 'beta_18': 0.3363331793274932, 'beta_19': 0.22192363075572719, 'beta_20': 2.81736235397411, 'beta_21': -1.3974520670897232, 'beta_22': 2.0941993059665966, 'beta_23': 0.5874236294768308, 'beta_24': 2.464029820537696, 'beta_25': -2.5258686029368573, 'beta_26': -0.72830210954967, 'beta_27': -2.580973171102791, 'beta_28': -1.8731853214330705, 'beta_29': 2.4669011971752832, 'beta_30': 0.8442428883224701, 'beta_31': 0.11374837902716783, 'beta_32': 2.4725754105386106, 'beta_33': 0.7724113775591395, 'beta_34': -2.6057841061074623, 'beta_35': 3.0960433043462023, 'beta_36': -2.3886682667136467, 'beta_37': -1.2010492060343474, 'beta_38': 1.128234469684004, 'beta_39': -1.2449902933043417, 'beta_40': -1.5458317315258723, 'beta_41': 3.0025222816045205, 'beta_42': 2.92758228840732, 'beta_43': 3.105262293752435}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:16:33,952] Trial 36 finished with value: -32.328750241353774 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.39034488534129963, 'gamma_1': -3.053598374453026, 'gamma_2': -1.6483385987326227, 'gamma_3': 2.5891815781893177, 'gamma_4': -2.3502400543983097, 'gamma_5': -2.84807393874857, 'gamma_6': -1.4511673961637843, 'gamma_7': -1.2107022737635522, 'gamma_8': -2.008377774815251, 'gamma_9': -2.2736158314805186, 'gamma_10': 0.3523210425791358, 'gamma_11': 2.64715196627029, 'gamma_12': -1.2340007091383673, 'gamma_13': 2.5750715060918123, 'gamma_14': 1.0985924695853169, 'gamma_15': -2.5348914874068775, 'gamma_16': 2.9905806915371347, 'gamma_17': 1.464517780154389, 'gamma_18': -0.33264224957171945, 'gamma_19': -0.2533196583094071, 'gamma_20': -0.5124047992162215, 'gamma_21': 1.7106873802484102, 'gamma_22': 1.6354158940685404, 'gamma_23': -2.608834774583102, 'gamma_24': 2.2546503258519452, 'gamma_25': 2.137750983693443, 'gamma_26': 3.09701987681724, 'gamma_27': 0.4619739044453239, 'gamma_28': -1.5471104031700662, 'gamma_29': -2.538567165007141, 'gamma_30': 0.819956375712781, 'gamma_31': -2.5000479361563164, 'gamma_32': 3.115615317003289, 'gamma_33': -1.5546288030067128, 'gamma_34': -0.9476450481798548, 'gamma_35': -3.1228043738183633, 'gamma_36': 2.2201718892990323, 'gamma_37': 0.43448186484172613, 'beta_0': 1.237161430462931, 'beta_1': -3.1090019923072, 'beta_2': 1.8129508115575845, 'beta_3': -0.19241394663691547, 'beta_4': -1.6860443423402314, 'beta_5': -1.0302263387390669, 'beta_6': 2.034260046202049, 'beta_7': -0.24297795331716293, 'beta_8': -1.7080890139264564, 'beta_9': -0.6152751497260557, 'beta_10': 2.614570449584228, 'beta_11': -0.787175675598826, 'beta_12': 0.28036156965160974, 'beta_13': 0.5631654968001838, 'beta_14': 0.34953557596324814, 'beta_15': 0.22259515911707928, 'beta_16': -1.9218671548117512, 'beta_17': -1.1129269942904094, 'beta_18': 2.6072584991939207, 'beta_19': 0.6770560801005319, 'beta_20': 0.6055645563267869, 'beta_21': -0.5828204473232746, 'beta_22': -0.35798888364014697, 'beta_23': 1.1779390207578637, 'beta_24': 1.4257382404812176, 'beta_25': -1.2044825761919065, 'beta_26': -2.474038455496182, 'beta_27': 1.138405326835769, 'beta_28': -2.781282914098286, 'beta_29': 1.2156521932456599, 'beta_30': -1.7024618293019311, 'beta_31': -3.1098192776277402, 'beta_32': 3.027972158814066, 'beta_33': 2.2622714838175844, 'beta_34': -3.040806054798767, 'beta_35': 2.200550703269996, 'beta_36': -3.1242715179916694, 'beta_37': 1.899695515771442}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:17:43,262] Trial 37 finished with value: -22.125374970095194 and parameters: {'optimizer': 'SPSA', 'reps': 33, 'gamma_0': 2.0243493239527446, 'gamma_1': -0.90058467836087, 'gamma_2': -2.719681276219027, 'gamma_3': 1.6377231118908893, 'gamma_4': -0.4419450283976789, 'gamma_5': -2.325795040755195, 'gamma_6': -0.5927388554378323, 'gamma_7': -0.4361751533581232, 'gamma_8': -1.1218458557005193, 'gamma_9': 0.8239355345353084, 'gamma_10': -1.3185093439580686, 'gamma_11': 0.6879656593646737, 'gamma_12': 0.3902263307294547, 'gamma_13': -0.2539016164525463, 'gamma_14': 0.12125929992067808, 'gamma_15': -0.9688642486832839, 'gamma_16': -0.24713172691102492, 'gamma_17': 2.346741684586528, 'gamma_18': 2.078537720730578, 'gamma_19': 3.0639183344808276, 'gamma_20': -2.4249799010065236, 'gamma_21': 0.6299997971337882, 'gamma_22': 2.4640278308831878, 'gamma_23': -1.7635376161672136, 'gamma_24': 0.8294965856592191, 'gamma_25': -0.4219253884010077, 'gamma_26': 0.45742206663000085, 'gamma_27': -2.456961231840113, 'gamma_28': 0.1542433134846602, 'gamma_29': -1.5822105761778393, 'gamma_30': 3.1318716210977318, 'gamma_31': -1.4790184796751955, 'gamma_32': 2.164099572938257, 'beta_0': 2.456459301509486, 'beta_1': -2.629255209354432, 'beta_2': -0.3135827517166355, 'beta_3': 1.7298737276593812, 'beta_4': -0.4746162412863103, 'beta_5': 0.8365561356442069, 'beta_6': 1.4806844699514865, 'beta_7': 0.8035181896117529, 'beta_8': 0.04877218335139588, 'beta_9': 1.5444096914844605, 'beta_10': 3.130772439964875, 'beta_11': -0.3868338676700681, 'beta_12': -2.4176512428037595, 'beta_13': -1.2137437614993698, 'beta_14': -0.4985689676690988, 'beta_15': 1.4091538489075695, 'beta_16': -1.1123631125648794, 'beta_17': -0.40631954262778724, 'beta_18': 1.5771543473991365, 'beta_19': 1.7252830754361648, 'beta_20': 2.5793421009014916, 'beta_21': -2.5240612769752495, 'beta_22': 1.1842020901845207, 'beta_23': -0.15701221649022556, 'beta_24': -0.3449772337909971, 'beta_25': -2.0840835469067467, 'beta_26': -2.4299806497950733, 'beta_27': -2.5817685286256986, 'beta_28': -1.5136440194964507, 'beta_29': 0.34477381418919406, 'beta_30': -0.29306402660363473, 'beta_31': -0.19298693895675822, 'beta_32': 2.164825624861236}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:18:25,307] Trial 38 finished with value: -31.89049988616998 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -0.3492294079917003, 'gamma_1': -1.751609704248381, 'gamma_2': -2.3094687799929474, 'gamma_3': -0.47026459393773806, 'gamma_4': -2.801977737822969, 'gamma_5': -1.9104739955339702, 'gamma_6': 0.9318659718326335, 'gamma_7': -1.3999110007264843, 'gamma_8': -0.2894277527669481, 'gamma_9': -0.6780075236577892, 'gamma_10': 2.3714467672897017, 'gamma_11': 2.1396725511954457, 'gamma_12': -0.46667113708829167, 'gamma_13': 1.8354837688516357, 'gamma_14': -0.6967613350880042, 'gamma_15': 1.069825067861896, 'gamma_16': 1.4075767591919928, 'gamma_17': 0.5882054342017349, 'gamma_18': 0.9316171351058229, 'gamma_19': 2.485475873175112, 'gamma_20': -0.9936119340264319, 'gamma_21': 2.594866645606905, 'gamma_22': -0.48674289264630133, 'gamma_23': -3.1288472900231565, 'gamma_24': 2.744675496173972, 'gamma_25': 0.9714355636798623, 'gamma_26': 1.9036939499655052, 'gamma_27': -1.5313857643261166, 'gamma_28': -1.6004624011875968, 'gamma_29': -2.681532535210252, 'gamma_30': 2.3308560371248364, 'gamma_31': -0.3747074062305533, 'gamma_32': 1.1515434115986978, 'gamma_33': 0.31341803456077233, 'gamma_34': 2.12151550521573, 'gamma_35': -1.9342853590759104, 'gamma_36': 0.6663939453604009, 'gamma_37': 2.4701443614417515, 'gamma_38': 0.515689571758213, 'gamma_39': -1.3460622276455603, 'gamma_40': -1.7722991756003816, 'beta_0': 0.39238378057319956, 'beta_1': -1.9226726308615771, 'beta_2': -1.1899362416558632, 'beta_3': 2.396475443673276, 'beta_4': 0.7050200638571819, 'beta_5': -1.9204673445470188, 'beta_6': 2.646684164182245, 'beta_7': -0.8468871490303392, 'beta_8': -0.4357321450192971, 'beta_9': 0.03497817212295945, 'beta_10': 2.565289767603985, 'beta_11': -1.9161575897384029, 'beta_12': -1.8283048087556724, 'beta_13': -0.27022165765016065, 'beta_14': -1.8108189302411846, 'beta_15': -0.8695410245597847, 'beta_16': -2.586889019933862, 'beta_17': 0.4209342101729926, 'beta_18': 0.7991987026223238, 'beta_19': 2.156447391952703, 'beta_20': 1.667582669465329, 'beta_21': -1.7704565647322856, 'beta_22': 0.44805239860879964, 'beta_23': -1.2337113937922513, 'beta_24': 2.6360521917980932, 'beta_25': -3.1206024929336658, 'beta_26': -3.1372449082817804, 'beta_27': -1.417650351509379, 'beta_28': -2.381781622522701, 'beta_29': 2.2612489500301542, 'beta_30': 1.5408482786017959, 'beta_31': -1.5743896811339722, 'beta_32': 1.1834817241906541, 'beta_33': 3.1147658482152827, 'beta_34': -0.8746284171753196, 'beta_35': -1.236333906467032, 'beta_36': -1.4981699495158776, 'beta_37': 0.6741044703707533, 'beta_38': -1.774852172228843, 'beta_39': 1.871693720128521, 'beta_40': 1.2515743526465988}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:31:41,269] Trial 39 finished with value: -29.0047501579929 and parameters: {'optimizer': 'QN-SPSA', 'reps': 48, 'gamma_0': 1.127178156753574, 'gamma_1': 1.9985643264051833, 'gamma_2': -3.118162620879302, 'gamma_3': 3.0622524291143023, 'gamma_4': -2.0626036763783495, 'gamma_5': -3.075924955347039, 'gamma_6': -0.7268282698136299, 'gamma_7': -1.9131605207737148, 'gamma_8': -1.0057537395014657, 'gamma_9': -1.573815698994939, 'gamma_10': 1.2013491198965112, 'gamma_11': 3.068271914517812, 'gamma_12': -2.4787771256936217, 'gamma_13': 1.004101311972979, 'gamma_14': 0.9231815455509642, 'gamma_15': 0.060679319230405426, 'gamma_16': 3.055696495681167, 'gamma_17': 1.7645745382936673, 'gamma_18': -0.8643888712910264, 'gamma_19': 0.6446355684461063, 'gamma_20': 0.19608896417752758, 'gamma_21': 0.9558533250778789, 'gamma_22': 3.094791476903433, 'gamma_23': -0.8402932104790506, 'gamma_24': -0.7901279299899073, 'gamma_25': 1.6790270296193757, 'gamma_26': -0.9257345232714466, 'gamma_27': -0.5694844944808504, 'gamma_28': 1.5626650853088395, 'gamma_29': -1.8724255776010996, 'gamma_30': 3.1334737845267404, 'gamma_31': -2.6258337394091518, 'gamma_32': 0.4951952558599595, 'gamma_33': 1.5306947640031159, 'gamma_34': -3.1085298656904508, 'gamma_35': -2.4099543399740733, 'gamma_36': 2.490383103845588, 'gamma_37': 0.7630439103820694, 'gamma_38': 2.1373318210630434, 'gamma_39': 1.6894116536113593, 'gamma_40': 3.010947138709517, 'gamma_41': 0.8169584201904719, 'gamma_42': 1.2039610213481573, 'gamma_43': -3.1379573960239835, 'gamma_44': -3.078386897677655, 'gamma_45': 0.026531613144597274, 'gamma_46': -0.7726214373825954, 'gamma_47': -0.5716778461546712, 'beta_0': 3.130429835851542, 'beta_1': -2.437007806277181, 'beta_2': 1.3636954689089613, 'beta_3': 0.3763953673923561, 'beta_4': 0.019365490503447713, 'beta_5': -0.5295434431958999, 'beta_6': 3.1028752001321775, 'beta_7': -0.3051353032130057, 'beta_8': 1.4238561566959325, 'beta_9': 1.1733460222767234, 'beta_10': 1.2473043035917557, 'beta_11': -1.5132492549398675, 'beta_12': 0.38784555305042273, 'beta_13': 1.1091799687774464, 'beta_14': -0.9210104084045103, 'beta_15': -0.46977392320666084, 'beta_16': -3.1280251937841994, 'beta_17': -1.741123489668953, 'beta_18': 0.1670249345535999, 'beta_19': 1.0250363102098372, 'beta_20': 3.1073803118681074, 'beta_21': 0.09851786088616699, 'beta_22': 2.7604799944968867, 'beta_23': 1.5827430672725908, 'beta_24': 1.3865184761906806, 'beta_25': -2.523581421456937, 'beta_26': -1.037550007532267, 'beta_27': -2.6095395765235727, 'beta_28': -0.4757711174175936, 'beta_29': -0.058139019819748894, 'beta_30': -0.9219703605049187, 'beta_31': -2.5303371527644827, 'beta_32': -2.099658730473277, 'beta_33': 1.3077535400455247, 'beta_34': -1.9933454258428385, 'beta_35': 2.4995093785145603, 'beta_36': 0.06948435499180183, 'beta_37': 2.4305743018304504, 'beta_38': -1.7304935302879108, 'beta_39': -0.4819291453530843, 'beta_40': -2.1203659980440928, 'beta_41': -1.7169919320743599, 'beta_42': -3.110192891440158, 'beta_43': -1.0540191925198157, 'beta_44': -2.992035526122886, 'beta_45': 2.988019768709974, 'beta_46': -0.8378225641455491, 'beta_47': -2.896796849422897}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:32:17,508] Trial 40 finished with value: -31.506246823248162 and parameters: {'optimizer': 'COBYLA', 'reps': 30, 'gamma_0': 2.5271458110402634, 'gamma_1': -0.16282945932824885, 'gamma_2': -1.0326426329083667, 'gamma_3': 1.104464509714953, 'gamma_4': 0.8950563097083115, 'gamma_5': -2.6436701454535263, 'gamma_6': -0.3467401464802394, 'gamma_7': 0.3367787767883194, 'gamma_8': -1.727180663087678, 'gamma_9': -3.031398954108749, 'gamma_10': -1.5056412421052887, 'gamma_11': 2.6379637803048293, 'gamma_12': -1.0469215131205045, 'gamma_13': 1.5701044201836982, 'gamma_14': -1.6920600919280695, 'gamma_15': -0.6537081398239453, 'gamma_16': 0.8214887950026437, 'gamma_17': 2.1815787651766683, 'gamma_18': 2.7878111042821434, 'gamma_19': -0.20399607943840437, 'gamma_20': -1.6689584162712314, 'gamma_21': 1.6350699654320004, 'gamma_22': 2.3810615248556157, 'gamma_23': 0.21521941239430475, 'gamma_24': 1.3035985283763634, 'gamma_25': 2.5108234890946375, 'gamma_26': 2.620582385068474, 'gamma_27': -2.6579104403395335, 'gamma_28': -0.4145746121092603, 'gamma_29': -0.79962144482267, 'beta_0': 1.787660680449956, 'beta_1': -1.6385431746443078, 'beta_2': 0.4325799848579943, 'beta_3': 1.2245757756139641, 'beta_4': -2.167784503593364, 'beta_5': 0.09432033506686743, 'beta_6': 3.1404104524492875, 'beta_7': 1.0672655992617435, 'beta_8': 3.0984583626473166, 'beta_9': 0.6029072044166539, 'beta_10': 0.327568579175169, 'beta_11': 1.0541193373765223, 'beta_12': -2.9502854081064807, 'beta_13': 0.4280440721206611, 'beta_14': 0.5802111731640338, 'beta_15': 0.648238663477072, 'beta_16': -2.455959390164696, 'beta_17': 1.525859890363865, 'beta_18': 1.0564664995916389, 'beta_19': 0.5035610204287021, 'beta_20': 2.4685488853842235, 'beta_21': -1.0512422355238475, 'beta_22': 1.9799300260951112, 'beta_23': 0.6431793085388217, 'beta_24': 0.42113874740414037, 'beta_25': -1.4724837302207665, 'beta_26': -2.512864520565795, 'beta_27': -0.6063506707167499, 'beta_28': -3.1380393813946457, 'beta_29': 2.950819498537695}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:32:58,031] Trial 41 finished with value: -31.854000174664087 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.36317435225688843, 'gamma_1': -3.0826025597374076, 'gamma_2': -1.7708373975308034, 'gamma_3': 2.564513634926513, 'gamma_4': -2.335911243354362, 'gamma_5': -2.8197416274211444, 'gamma_6': -1.4667337488394419, 'gamma_7': -1.164930614240114, 'gamma_8': -2.0905132550286125, 'gamma_9': -2.233871708445431, 'gamma_10': 0.3489535447314413, 'gamma_11': 2.717598535364003, 'gamma_12': -1.3415042156409003, 'gamma_13': 2.857364851043868, 'gamma_14': 1.1764620365813667, 'gamma_15': -2.630429749457947, 'gamma_16': 2.8366052697310065, 'gamma_17': 1.3500113659008333, 'gamma_18': -0.20933298551279533, 'gamma_19': -0.21496587496660893, 'gamma_20': -0.5134259304870583, 'gamma_21': 1.8780001037119185, 'gamma_22': 1.644584518763498, 'gamma_23': -2.5175307236032736, 'gamma_24': 2.189619832271303, 'gamma_25': 2.189542890481424, 'gamma_26': 3.128331195298621, 'gamma_27': 0.4033941916370289, 'gamma_28': -1.5651315247354565, 'gamma_29': -2.5814574767548697, 'gamma_30': -0.09343270716888774, 'gamma_31': -2.491889906909717, 'gamma_32': 3.110042211316776, 'gamma_33': -1.8653294389490782, 'gamma_34': -0.998397332596311, 'gamma_35': -2.832069619562732, 'gamma_36': 2.162938066041862, 'gamma_37': -0.05657128551234043, 'beta_0': 1.2044819526092532, 'beta_1': -3.1083706299349765, 'beta_2': 1.728793981115031, 'beta_3': -0.1342179220401537, 'beta_4': -1.6624969046399996, 'beta_5': -1.149664648950732, 'beta_6': 1.9492285710022295, 'beta_7': -0.1802461879193482, 'beta_8': -2.035024848210175, 'beta_9': -0.683055725612028, 'beta_10': 2.690634173773759, 'beta_11': -0.7745862877059347, 'beta_12': 0.5495376983457961, 'beta_13': 0.742874158635263, 'beta_14': 2.9546004021557963, 'beta_15': 0.19898293724126043, 'beta_16': -1.822335799131321, 'beta_17': -1.0854306487002192, 'beta_18': 2.563989894148282, 'beta_19': 0.7878238888633858, 'beta_20': 0.6376268793482773, 'beta_21': -0.6171770874505229, 'beta_22': -0.6766095570309617, 'beta_23': 1.170873179868906, 'beta_24': 1.505783098368652, 'beta_25': -0.7551350688941894, 'beta_26': -2.4890392270229453, 'beta_27': 1.1715162346657775, 'beta_28': -2.507011696879152, 'beta_29': 1.131997258507798, 'beta_30': -2.075181475780889, 'beta_31': -2.9078145063712837, 'beta_32': 2.9648626199917327, 'beta_33': 2.338310413511746, 'beta_34': -3.1213087898013647, 'beta_35': 2.1443289954788094, 'beta_36': -3.037081441047142, 'beta_37': 1.9690359648568048}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:33:36,334] Trial 42 finished with value: -32.26837516901331 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': 0.43962239866341807, 'gamma_1': 1.2287637065467405, 'gamma_2': -1.5889852164351321, 'gamma_3': 2.593590524946826, 'gamma_4': -1.2247605248836102, 'gamma_5': -3.0638352569392153, 'gamma_6': -1.2290016833281512, 'gamma_7': -0.7207684885735568, 'gamma_8': -2.180588836113384, 'gamma_9': -2.3797684141808837, 'gamma_10': 0.34231664455802696, 'gamma_11': 2.259822502087459, 'gamma_12': -1.5314619238840101, 'gamma_13': 2.1935904684680105, 'gamma_14': 1.906588502948372, 'gamma_15': -2.5035102504571403, 'gamma_16': 2.30693255478314, 'gamma_17': 1.3117706921859813, 'gamma_18': -0.4418070758992421, 'gamma_19': 1.3401890040845212, 'gamma_20': -0.7736570752654991, 'gamma_21': 1.684252250972907, 'gamma_22': 1.655125763613233, 'gamma_23': -2.6551849676889603, 'gamma_24': 2.060572050902249, 'gamma_25': 1.7869836176392768, 'gamma_26': 2.7562702516752067, 'gamma_27': 0.505106918611921, 'gamma_28': -1.1942736036527541, 'gamma_29': -3.0240836775968987, 'gamma_30': 0.954423880441883, 'gamma_31': -1.9813661581177995, 'gamma_32': 2.6272579476801843, 'gamma_33': -1.264974432115164, 'gamma_34': -1.12360045651526, 'beta_0': 1.090122493777539, 'beta_1': -2.8252588166011163, 'beta_2': 2.010130795310485, 'beta_3': -0.17972070632717582, 'beta_4': -1.4746809756795964, 'beta_5': -0.7566502679945508, 'beta_6': 2.074438424949268, 'beta_7': 0.3738926220849689, 'beta_8': -1.6114682568277783, 'beta_9': -1.3021199548355546, 'beta_10': 1.9895709366622112, 'beta_11': -0.6742305158421118, 'beta_12': 0.5208050117212948, 'beta_13': 1.7654181896665868, 'beta_14': 0.12064284763881786, 'beta_15': -0.11870388200504278, 'beta_16': -2.0913145580182935, 'beta_17': -1.0785048220879823, 'beta_18': 2.606979843866127, 'beta_19': -0.17135920356228818, 'beta_20': 0.8621072668553407, 'beta_21': -0.38660356368761434, 'beta_22': -0.14846969741599092, 'beta_23': 0.8412548382145016, 'beta_24': 1.114645631931652, 'beta_25': 0.2682354913028023, 'beta_26': -2.04655651867908, 'beta_27': 1.604306323615769, 'beta_28': -1.6424341969924021, 'beta_29': 1.457014450043156, 'beta_30': -1.7630306086278222, 'beta_31': -2.433425544694593, 'beta_32': 3.140233103127195, 'beta_33': 2.416468760917664, 'beta_34': -2.545964474215331}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:34:17,515] Trial 43 finished with value: -31.143250227506346 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -0.24535774171281127, 'gamma_1': -3.0981409928258996, 'gamma_2': -2.730879611592208, 'gamma_3': -1.4164361923744635, 'gamma_4': -2.6847396042911633, 'gamma_5': -3.1363150380446503, 'gamma_6': -1.8379819140624092, 'gamma_7': -0.17377038355016972, 'gamma_8': -3.1154726740028442, 'gamma_9': -2.0079431593935926, 'gamma_10': 1.0182553235265277, 'gamma_11': 2.030454974741062, 'gamma_12': -1.1449937263303256, 'gamma_13': 0.28770704031979955, 'gamma_14': 0.2841375820303964, 'gamma_15': -1.9539219102622813, 'gamma_16': 1.5020508573387565, 'gamma_17': 1.6940115069927273, 'gamma_18': -1.535346537134692, 'gamma_19': -0.5716974745847743, 'gamma_20': -1.0423197609237138, 'gamma_21': -0.4462773200057685, 'gamma_22': 2.645193270067626, 'gamma_23': -2.1193493361925224, 'gamma_24': 2.6983390565637952, 'gamma_25': 3.0797265860694876, 'gamma_26': 3.13878204191233, 'gamma_27': 0.33060952523012027, 'gamma_28': -2.9332386862189814, 'gamma_29': -2.514170051965606, 'gamma_30': -0.7115322529505693, 'gamma_31': -2.765574648763389, 'gamma_32': 3.0595389994584345, 'gamma_33': -1.1153014212157148, 'gamma_34': -2.5258315653105736, 'gamma_35': -3.0326106396130212, 'gamma_36': 3.1377619692493615, 'gamma_37': 0.5784708989406879, 'gamma_38': 2.1958941271500967, 'beta_0': 2.710046258578917, 'beta_1': -3.0864940687989977, 'beta_2': 1.0967426242951541, 'beta_3': 0.4729932542734381, 'beta_4': -1.1663391131134153, 'beta_5': -2.264208544455584, 'beta_6': 1.096117947767724, 'beta_7': -0.5452288820072135, 'beta_8': -2.9064164601990368, 'beta_9': -0.11337421815919108, 'beta_10': 2.4149630070903805, 'beta_11': -1.0734071827215936, 'beta_12': -0.6559669377739894, 'beta_13': 0.5164314226259723, 'beta_14': 0.5374177153726448, 'beta_15': 0.4644965292984447, 'beta_16': -1.0742598106329724, 'beta_17': -1.3030882415641025, 'beta_18': 1.7881130879553102, 'beta_19': 1.4389557009035288, 'beta_20': -1.508383135780565, 'beta_21': 0.9782859235417597, 'beta_22': -0.4040906273666084, 'beta_23': 1.2521491865565135, 'beta_24': 1.8187413573821027, 'beta_25': -1.2094575904363274, 'beta_26': -2.703058210460498, 'beta_27': 1.3744860073007186, 'beta_28': -2.938399152611959, 'beta_29': -0.17355935116497512, 'beta_30': -1.3943596309647284, 'beta_31': -0.6390377372810276, 'beta_32': 2.6603386678991776, 'beta_33': 1.6692091239367035, 'beta_34': -3.107422428351438, 'beta_35': 1.119600804831866, 'beta_36': -3.1028619180382035, 'beta_37': 1.185099933460874, 'beta_38': 1.7524283765234658}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:35:06,047] Trial 44 finished with value: -31.459749925625868 and parameters: {'optimizer': 'COBYLA', 'reps': 51, 'gamma_0': 0.8251096498017776, 'gamma_1': -2.8434938441830715, 'gamma_2': -0.288147814564831, 'gamma_3': 1.9289370455902537, 'gamma_4': -2.31992023815882, 'gamma_5': -2.3551047737109636, 'gamma_6': -0.8941627741263559, 'gamma_7': -2.008505690506739, 'gamma_8': -1.7993929990711224, 'gamma_9': -2.774562845054976, 'gamma_10': 1.5298336569341835, 'gamma_11': 2.5248560835405227, 'gamma_12': -2.23536688111059, 'gamma_13': -0.8561939609583569, 'gamma_14': 2.6999631329529845, 'gamma_15': -1.2870524244618766, 'gamma_16': 1.9761377098058701, 'gamma_17': 2.868725834934658, 'gamma_18': -0.7018963918958003, 'gamma_19': 1.853269367449132, 'gamma_20': -2.211181178552425, 'gamma_21': 2.4254679037383164, 'gamma_22': 0.7205489734608115, 'gamma_23': -2.759198431076145, 'gamma_24': 2.786399798544059, 'gamma_25': 0.6091432507948995, 'gamma_26': 2.327046560562003, 'gamma_27': 0.9950403568882358, 'gamma_28': 0.44509429183277927, 'gamma_29': -2.044122778810154, 'gamma_30': 0.910812537168441, 'gamma_31': -1.1967963783444682, 'gamma_32': 1.8250534903090454, 'gamma_33': -3.0630718858526698, 'gamma_34': 1.921715319202561, 'gamma_35': -1.6828332565324347, 'gamma_36': 2.3834966736274343, 'gamma_37': -0.9229003573415127, 'gamma_38': -1.3142507597029869, 'gamma_39': 0.8511998809961578, 'gamma_40': 0.1655553293315094, 'gamma_41': 2.980194039495224, 'gamma_42': -1.6532064067613825, 'gamma_43': -1.4047983490254419, 'gamma_44': 2.9341898078409336, 'gamma_45': 0.26495006430392226, 'gamma_46': 0.11272564268369742, 'gamma_47': 2.957743672833883, 'gamma_48': 3.0903543685981325, 'gamma_49': 2.9722364856989865, 'gamma_50': -3.093986657640119, 'beta_0': 2.351854688167688, 'beta_1': -2.795867743869848, 'beta_2': 2.7108245770363233, 'beta_3': -0.9674789408291945, 'beta_4': -0.1849594375918273, 'beta_5': -0.2759448014794972, 'beta_6': 2.638808610256076, 'beta_7': -0.028934152479520026, 'beta_8': -2.5361757862411007, 'beta_9': -0.5361102983666213, 'beta_10': 2.802332919945125, 'beta_11': 0.2650583914495202, 'beta_12': 1.2998592223527374, 'beta_13': 1.1251369569427703, 'beta_14': 1.332142421911512, 'beta_15': 1.340443430969919, 'beta_16': -0.03352269654277505, 'beta_17': -2.3606077251001185, 'beta_18': 2.221951764378865, 'beta_19': -0.6582104451052815, 'beta_20': 1.7717219328449691, 'beta_21': -1.5124183976102752, 'beta_22': -1.3636168845975538, 'beta_23': 2.1112834848692734, 'beta_24': 0.6926655288471097, 'beta_25': -2.5647194464160883, 'beta_26': -2.0640085604421126, 'beta_27': -0.22953843359509207, 'beta_28': -2.349952769578361, 'beta_29': 2.0240633269012633, 'beta_30': -0.01573155435753337, 'beta_31': -1.5054430116516555, 'beta_32': 1.8644725707985972, 'beta_33': 2.6233061568349214, 'beta_34': -2.417677053980904, 'beta_35': 2.3359491470828675, 'beta_36': -2.4422519857784013, 'beta_37': 2.487708452596232, 'beta_38': -0.1428732626811824, 'beta_39': 1.7328800783005331, 'beta_40': 1.5068822046763262, 'beta_41': 1.3198444672861331, 'beta_42': -0.12229840340229992, 'beta_43': 1.6382062918792797, 'beta_44': 0.7323362565471543, 'beta_45': -0.5004071127036651, 'beta_46': 2.887159109858445, 'beta_47': 3.0434507308250933, 'beta_48': -2.5040749079608022, 'beta_49': -2.7070827495691674, 'beta_50': 2.93864723362701}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:36:21,525] Trial 45 finished with value: -20.333749681535693 and parameters: {'optimizer': 'SPSA', 'reps': 36, 'gamma_0': 1.6930626302035634, 'gamma_1': 2.1751705886491206, 'gamma_2': -1.7725694418332072, 'gamma_3': -0.7931145827424666, 'gamma_4': -3.1253621545886388, 'gamma_5': -1.5281678220707737, 'gamma_6': -1.5633580052031755, 'gamma_7': -1.3397410688004316, 'gamma_8': -2.28132753618052, 'gamma_9': 0.09423720997030335, 'gamma_10': -0.3727747880840355, 'gamma_11': 1.3194254446959515, 'gamma_12': -1.8718758412593257, 'gamma_13': 0.8993262267395259, 'gamma_14': -0.2743282375806715, 'gamma_15': -0.6201750595922784, 'gamma_16': 0.8242100362079989, 'gamma_17': -0.11131851377379598, 'gamma_18': 0.2748791896683436, 'gamma_19': -1.191180940685853, 'gamma_20': 0.8667503552496086, 'gamma_21': -0.08101433857232054, 'gamma_22': 2.112988080512323, 'gamma_23': -2.320403812435394, 'gamma_24': 2.2376070670771298, 'gamma_25': 2.6840923789160795, 'gamma_26': 1.352508524980456, 'gamma_27': -0.1271113596870582, 'gamma_28': -0.40644840429637863, 'gamma_29': -2.7362231967065678, 'gamma_30': 2.5147636142647913, 'gamma_31': -2.7423314944232993, 'gamma_32': 2.5934323289018115, 'gamma_33': 0.008687424953460865, 'gamma_34': -2.490640222241231, 'gamma_35': -3.1312964348608427, 'beta_0': 1.3658461626139904, 'beta_1': -1.9979681672294425, 'beta_2': 1.6668838520191618, 'beta_3': 0.9133094366293503, 'beta_4': -0.5338981984092963, 'beta_5': 0.6268592698088618, 'beta_6': 1.7137097575450158, 'beta_7': 0.7155280611320243, 'beta_8': -0.9576533912590445, 'beta_9': 0.10138811415909571, 'beta_10': 2.8531857528687414, 'beta_11': -2.0091483002357218, 'beta_12': -1.1455510797751711, 'beta_13': -0.1936872598309507, 'beta_14': -1.2917993901438782, 'beta_15': 2.1708051876937624, 'beta_16': -1.886432129215927, 'beta_17': -0.840548772322199, 'beta_18': -0.886685206151832, 'beta_19': 0.35771802788421914, 'beta_20': 0.15493484184801898, 'beta_21': -2.206249785480167, 'beta_22': 0.4917201965699693, 'beta_23': 0.2772927997026017, 'beta_24': 1.2980727424952585, 'beta_25': -0.8045566394040924, 'beta_26': -1.6694625663893228, 'beta_27': 2.1484967253206095, 'beta_28': -0.9043123661499721, 'beta_29': 1.1267421900095091, 'beta_30': -0.7064178713733643, 'beta_31': -3.13497295328293, 'beta_32': 2.7351881686254633, 'beta_33': 1.9757203592919308, 'beta_34': -1.5205513615989716, 'beta_35': 3.0668805521925036}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:37:05,380] Trial 46 finished with value: -31.603124929755808 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.3134281833194208, 'gamma_1': -0.852106197952592, 'gamma_2': -2.4777442929532163, 'gamma_3': 3.1188304155270146, 'gamma_4': 0.2284632704187185, 'gamma_5': -2.6768532277892336, 'gamma_6': -1.0161091501053523, 'gamma_7': -0.6012823195005546, 'gamma_8': -2.8587734176229906, 'gamma_9': -0.6238356236329547, 'gamma_10': 0.683020756896988, 'gamma_11': -1.0536952797411727, 'gamma_12': -0.5687398784228717, 'gamma_13': 1.6369715837640815, 'gamma_14': 0.9649456494062316, 'gamma_15': 0.40972003382302047, 'gamma_16': 2.5084442862856022, 'gamma_17': 1.027145876328253, 'gamma_18': 1.4438989226977408, 'gamma_19': 0.6221475968645108, 'gamma_20': -0.09212926851490211, 'gamma_21': 1.11647687930426, 'gamma_22': 2.802313706919562, 'gamma_23': -1.0320975158599432, 'gamma_24': 3.141563188453754, 'gamma_25': 2.0037064806063514, 'gamma_26': 2.8674689258874717, 'gamma_27': -1.8214272371647322, 'gamma_28': -2.1161172820708907, 'gamma_29': -1.377597509034988, 'gamma_30': 1.943233053597178, 'gamma_31': -2.0113577944952064, 'gamma_32': 2.318651705295596, 'gamma_33': -0.009018835135599867, 'gamma_34': -1.2058632494162476, 'gamma_35': -2.372229174237825, 'gamma_36': 1.300868263599178, 'gamma_37': 0.8710908295683583, 'gamma_38': 0.48638194850909244, 'gamma_39': 2.419805357375174, 'gamma_40': 2.0288581435725517, 'gamma_41': -1.9838507163725272, 'gamma_42': 1.0519337500285142, 'gamma_43': 1.808253081541101, 'gamma_44': -1.6780678031607132, 'beta_0': 0.7492158010587429, 'beta_1': -2.3881453607547463, 'beta_2': 2.0191801888691656, 'beta_3': 0.12897016350718893, 'beta_4': 0.28358953610726645, 'beta_5': -1.0951080322811722, 'beta_6': 2.2749686206728597, 'beta_7': 0.17560094377851537, 'beta_8': -1.4972551256414284, 'beta_9': -0.13265359718356212, 'beta_10': -0.8908712002891046, 'beta_11': -0.15597425133735762, 'beta_12': 0.1967320775484398, 'beta_13': 2.25492097352598, 'beta_14': 0.05107949772359438, 'beta_15': -0.8294058566669388, 'beta_16': -2.8858866699363706, 'beta_17': -0.484517714680043, 'beta_18': -0.26618844440094946, 'beta_19': 0.7622808721211562, 'beta_20': 2.1074554775373686, 'beta_21': -0.8466421843638827, 'beta_22': 1.3368715159763886, 'beta_23': -0.5386891538914487, 'beta_24': 2.4260414904828345, 'beta_25': -2.0521366028595205, 'beta_26': -3.1367424148885483, 'beta_27': 0.820113962360175, 'beta_28': -1.6909992978738333, 'beta_29': 1.5380088027122825, 'beta_30': 0.5324707825686295, 'beta_31': 0.18955973355555175, 'beta_32': 1.8205612211528108, 'beta_33': 0.9037732129230562, 'beta_34': -2.6516554547989597, 'beta_35': 1.7687848384103204, 'beta_36': -2.6140544764186977, 'beta_37': 2.138713634030245, 'beta_38': 0.7243555956425755, 'beta_39': -0.48014636332429195, 'beta_40': -0.22132930460111666, 'beta_41': 3.1235839718157745, 'beta_42': 1.6330352113770021, 'beta_43': -3.119193678859973, 'beta_44': -2.838787297256867}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:49:16,825] Trial 47 finished with value: -29.435998310917164 and parameters: {'optimizer': 'QN-SPSA', 'reps': 42, 'gamma_0': 0.9147942115466406, 'gamma_1': -2.3466761465060193, 'gamma_2': 0.42416014187225065, 'gamma_3': 0.41460335731391007, 'gamma_4': 3.0034124784904037, 'gamma_5': -2.0185241826766234, 'gamma_6': -2.1392812019087373, 'gamma_7': 1.8468389039709383, 'gamma_8': -1.1322833763427993, 'gamma_9': 1.0128223410592294, 'gamma_10': 0.075802237439061, 'gamma_11': 0.3094993797286914, 'gamma_12': -1.630674928363561, 'gamma_13': 2.450624843778253, 'gamma_14': -0.989173047501894, 'gamma_15': -1.7096471889130296, 'gamma_16': 3.0498912999472063, 'gamma_17': 1.653997729733861, 'gamma_18': -0.08966869898960816, 'gamma_19': 0.12433166149792513, 'gamma_20': -0.5810998612504181, 'gamma_21': 1.5858112840641856, 'gamma_22': 1.2532525484903436, 'gamma_23': -1.7730596425324787, 'gamma_24': 2.630253073844071, 'gamma_25': 1.116991729274445, 'gamma_26': 2.468439183280898, 'gamma_27': -1.2222640783081207, 'gamma_28': -1.0378211090101086, 'gamma_29': -3.0951037418666902, 'gamma_30': 1.2154599577439678, 'gamma_31': 0.4476971889008971, 'gamma_32': 1.641799343909229, 'gamma_33': 1.1015409054353176, 'gamma_34': -0.23681683952630955, 'gamma_35': -0.7979596836534292, 'gamma_36': 2.6389448811547607, 'gamma_37': 2.3298436892143224, 'gamma_38': 2.175406882107199, 'gamma_39': -1.340762329895508, 'gamma_40': -2.076686324982907, 'gamma_41': 0.024779102635596555, 'beta_0': 0.13647900743150942, 'beta_1': -2.708498590403164, 'beta_2': -0.9383521510047841, 'beta_3': -2.5733593008361795, 'beta_4': -2.4199772757240448, 'beta_5': 3.0816360213410485, 'beta_6': 0.32748751522936326, 'beta_7': -1.3403071895555483, 'beta_8': 1.8534773264503523, 'beta_9': 0.5050852583548873, 'beta_10': 1.4152220854010427, 'beta_11': -0.6011975178217468, 'beta_12': -0.381620579496337, 'beta_13': 1.5089662649770288, 'beta_14': -0.6356911454482252, 'beta_15': 0.8385440406060218, 'beta_16': -2.332219755813246, 'beta_17': 0.25033217922728246, 'beta_18': 3.078768670397287, 'beta_19': 0.1927401306917652, 'beta_20': -0.3112931313738794, 'beta_21': 0.15932850794617637, 'beta_22': 0.7170781427788265, 'beta_23': 2.5993337764074247, 'beta_24': 0.10087394989664022, 'beta_25': -1.6369453119335553, 'beta_26': -2.6660916404740753, 'beta_27': 2.117746454344635, 'beta_28': -2.6142520428080993, 'beta_29': 2.5863466433329356, 'beta_30': -0.021211728481237715, 'beta_31': -1.3788819369903451, 'beta_32': 2.6091442282183483, 'beta_33': 0.23851304539234341, 'beta_34': -0.09707619383577115, 'beta_35': 2.545987140523776, 'beta_36': -3.1407644084775166, 'beta_37': -0.5409418001103257, 'beta_38': -1.1811596151153132, 'beta_39': -2.274690261439019, 'beta_40': 2.044700765591781, 'beta_41': -1.9487678058391402}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:49:50,929] Trial 48 finished with value: -32.081124813026236 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': -0.07952225519512668, 'gamma_1': 0.9137049756230334, 'gamma_2': -2.0961687461743184, 'gamma_3': -0.218744018575042, 'gamma_4': -1.48128103154386, 'gamma_5': -2.763983855986538, 'gamma_6': 0.13016472809611668, 'gamma_7': 0.19409141306246352, 'gamma_8': 0.2867465355434487, 'gamma_9': -1.3647482860923563, 'gamma_10': 2.064169226965517, 'gamma_11': 3.1405451154723454, 'gamma_12': 0.12124286767004167, 'gamma_13': -1.347002809303968, 'gamma_14': 0.36984378520305916, 'gamma_15': -0.2893191944681243, 'gamma_16': 2.234000615800605, 'gamma_17': 0.5135344182040074, 'gamma_18': 0.733964222094504, 'gamma_19': -1.7586801855557959, 'gamma_20': -1.531103736813358, 'gamma_21': 0.26757451143709465, 'gamma_22': -2.5672138325480316, 'gamma_23': -2.8754200851623413, 'gamma_24': 1.4810777776534625, 'gamma_25': 1.5491794181149003, 'gamma_26': 1.856072014519446, 'gamma_27': 2.3227731116719634, 'gamma_28': 0.2687363941802584, 'gamma_29': -2.184750279957595, 'gamma_30': 0.31614235503291965, 'gamma_31': -2.715022776810565, 'beta_0': 1.881842178522938, 'beta_1': -1.3626672358088183, 'beta_2': 0.8949098856529454, 'beta_3': 1.5373809383295434, 'beta_4': -1.8753995489561477, 'beta_5': -1.5073373283307632, 'beta_6': 2.768659406702491, 'beta_7': -0.5241559267434576, 'beta_8': -0.6069225002717524, 'beta_9': -1.3224343751854835, 'beta_10': 1.8396627519711422, 'beta_11': -1.010548197380521, 'beta_12': -2.1039967129910817, 'beta_13': 0.4931800134569405, 'beta_14': 0.3310491522497674, 'beta_15': 0.25528599600687707, 'beta_16': -1.2620353582233612, 'beta_17': -1.8820941247721645, 'beta_18': 2.7015663244479065, 'beta_19': 1.1677745256223182, 'beta_20': 1.3702121944991277, 'beta_21': -0.24978568617375374, 'beta_22': 0.20719756215624033, 'beta_23': 1.0279283457090493, 'beta_24': 1.8138015352249126, 'beta_25': -0.31689862460438256, 'beta_26': -1.3426537511887944, 'beta_27': -2.7834246185807663, 'beta_28': -3.0291250958434235, 'beta_29': -3.1062960768213075, 'beta_30': -1.2222716852870716, 'beta_31': -2.0820293041966527}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:50:28,758] Trial 49 finished with value: -31.861749934335002 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -0.9231244076960069, 'gamma_1': 1.8272625332982178, 'gamma_2': -2.8605303687882717, 'gamma_3': 2.2379026854372976, 'gamma_4': 2.3939434869210245, 'gamma_5': -1.7233126105317043, 'gamma_6': -0.45053911206810215, 'gamma_7': 0.7800583163485515, 'gamma_8': -0.17022882804265133, 'gamma_9': -1.0137254917456378, 'gamma_10': 1.522942675255772, 'gamma_11': 2.3706440016402572, 'gamma_12': 0.8897157827056361, 'gamma_13': -0.20360860406709447, 'gamma_14': -2.435628080512737, 'gamma_15': -2.4034954612544364, 'gamma_16': 0.4100251023015863, 'gamma_17': 2.508767618085298, 'gamma_18': -1.0540909148144002, 'gamma_19': 1.7855992167816481, 'gamma_20': -1.14608026230718, 'gamma_21': 0.9974203264940966, 'gamma_22': -0.04640332667534652, 'gamma_23': -2.204854627309893, 'gamma_24': 1.9819800240456011, 'gamma_25': -0.20280182719166495, 'gamma_26': 0.7743765614648763, 'gamma_27': 0.8596729804239298, 'gamma_28': -0.355722333816562, 'gamma_29': 1.536963969400867, 'gamma_30': 2.6093701683770063, 'gamma_31': -1.9400900053476136, 'gamma_32': 2.8980838143068866, 'gamma_33': -1.6663297121181182, 'gamma_34': -2.749722161921122, 'gamma_35': 0.668678027877474, 'gamma_36': 2.095720752160498, 'gamma_37': 1.3202868573957944, 'gamma_38': -2.762332732593806, 'beta_0': 2.767817793794985, 'beta_1': -1.7673215856212443, 'beta_2': 1.4339277381623283, 'beta_3': 2.8761429966943495, 'beta_4': -1.439627249273929, 'beta_5': -0.7732638575645147, 'beta_6': 2.157268346026257, 'beta_7': -1.080453442179445, 'beta_8': 0.8157774084057575, 'beta_9': -0.9440299728008783, 'beta_10': 2.5088150493485513, 'beta_11': 0.10902636721007841, 'beta_12': -0.9067990666462209, 'beta_13': -0.9284099353119524, 'beta_14': -1.2377212275638318, 'beta_15': -0.29059788364037564, 'beta_16': -1.8507435982823452, 'beta_17': -2.389060371132204, 'beta_18': 0.8125786690535324, 'beta_19': 1.6395931619922135, 'beta_20': 2.827470614665042, 'beta_21': 0.6348421931484381, 'beta_22': -1.3585849872003346, 'beta_23': 0.27234779167928813, 'beta_24': 1.2316468767556497, 'beta_25': -2.7394619772160578, 'beta_26': 2.2751791200694402, 'beta_27': -2.2418703956097703, 'beta_28': 0.38989113508535445, 'beta_29': 2.098472622267935, 'beta_30': -2.9188315935914178, 'beta_31': -2.342894562992204, 'beta_32': 3.03709605878927, 'beta_33': 1.7642591446605436, 'beta_34': -1.8088053869896759, 'beta_35': 1.0028765593035516, 'beta_36': -1.8992398333228588, 'beta_37': 3.0762708763504794, 'beta_38': -2.557551156925034}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:51:09,442] Trial 50 finished with value: -32.480624712433375 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 2.2025808841586287, 'gamma_1': -1.6375491354031728, 'gamma_2': -0.28476765970106843, 'gamma_3': 0.8520536243063952, 'gamma_4': -1.8814053882273578, 'gamma_5': 2.991706992531236, 'gamma_6': -1.3279743719555315, 'gamma_7': -0.26857592957994403, 'gamma_8': 0.5734748303264917, 'gamma_9': 1.9027880501406564, 'gamma_10': 0.8276635347822876, 'gamma_11': 2.8743891416879714, 'gamma_12': -0.5331321330507337, 'gamma_13': 1.1166118839320422, 'gamma_14': -0.40086483280588503, 'gamma_15': 0.7098998488668674, 'gamma_16': 1.5915310738414725, 'gamma_17': 2.0645304493339176, 'gamma_18': -0.4770629739378237, 'gamma_19': -0.45089326352941794, 'gamma_20': -3.125591680787882, 'gamma_21': -1.021859917235054, 'gamma_22': 1.5691408224181096, 'gamma_23': -0.4531636785536799, 'gamma_24': -1.8478165004296285, 'gamma_25': 0.340561148829135, 'gamma_26': 2.77091338442648, 'gamma_27': 1.7177997124918123, 'gamma_28': -1.7953772046332195, 'gamma_29': -0.3186077091675945, 'gamma_30': 1.9922907801310972, 'gamma_31': 2.3625828767768917, 'gamma_32': 0.619545027768621, 'gamma_33': -0.8980374445170031, 'gamma_34': -1.7936376207339766, 'gamma_35': -2.548633015842944, 'gamma_36': 2.7128846902239703, 'gamma_37': 2.469738898506446, 'gamma_38': -0.03316473901914829, 'gamma_39': 3.1402929682759733, 'gamma_40': -0.34124354266179596, 'gamma_41': 1.9169631704753796, 'gamma_42': -2.03522245571561, 'gamma_43': -1.6818813620542115, 'gamma_44': 1.429946526598371, 'beta_0': 2.2478207601179694, 'beta_1': -3.1346306011952625, 'beta_2': 0.6987884920581136, 'beta_3': 2.193238183958651, 'beta_4': -1.0531150714160222, 'beta_5': -0.05778180853468179, 'beta_6': 1.76735838023916, 'beta_7': 1.0620912036663217, 'beta_8': 0.560126430102967, 'beta_9': -0.5923054041163979, 'beta_10': 3.124653222609383, 'beta_11': -2.2902083315783885, 'beta_12': 0.8797832745153504, 'beta_13': 1.9442923646394383, 'beta_14': -0.24437814782311984, 'beta_15': 1.5961581168322536, 'beta_16': -0.43917695698663084, 'beta_17': -1.3745263188132477, 'beta_18': 1.1849160069105944, 'beta_19': 2.087068793493855, 'beta_20': -0.8998841795498531, 'beta_21': -1.2171081662521646, 'beta_22': 2.6324572497670737, 'beta_23': 1.5962765788143944, 'beta_24': -2.7509002559392655, 'beta_25': -2.2127155885505534, 'beta_26': -2.286037703471928, 'beta_27': -1.6373361865249791, 'beta_28': -2.229247354862901, 'beta_29': -0.5112763292347835, 'beta_30': -0.46494464313549305, 'beta_31': -0.5636603497144138, 'beta_32': 2.13616827091158, 'beta_33': 2.763915357508974, 'beta_34': -3.132605126530269, 'beta_35': -0.6543162136014631, 'beta_36': -2.556433666215092, 'beta_37': 1.0200454886815717, 'beta_38': -0.7950616660894054, 'beta_39': 2.453670755698739, 'beta_40': 0.3331910962541104, 'beta_41': 0.16180024525229614, 'beta_42': -1.7072654389689166, 'beta_43': -0.7216449263526769, 'beta_44': 1.823014957194329}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:51:54,686] Trial 51 finished with value: -31.311624961792177 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 2.300268691883269, 'gamma_1': -1.7691747523776051, 'gamma_2': -0.9781747109043095, 'gamma_3': 0.8005399128359245, 'gamma_4': -1.9024199301126017, 'gamma_5': 3.027896274555342, 'gamma_6': -1.2810699347796919, 'gamma_7': -0.1662405245843983, 'gamma_8': 0.7518627057793097, 'gamma_9': -2.206006643544859, 'gamma_10': 0.9357002850417435, 'gamma_11': 2.8092604673517707, 'gamma_12': -1.0431438551645227, 'gamma_13': 0.9637454399617614, 'gamma_14': -0.40102628305378374, 'gamma_15': 1.4910854188955347, 'gamma_16': 1.6238415629459655, 'gamma_17': 2.1191043846329727, 'gamma_18': -0.5700438948387212, 'gamma_19': -0.8045521887602223, 'gamma_20': -2.7305069595884217, 'gamma_21': -1.121721068216656, 'gamma_22': 1.614665874707665, 'gamma_23': -0.37978390522429883, 'gamma_24': -0.33231185644592154, 'gamma_25': 0.31637939085125455, 'gamma_26': 2.7307198380541378, 'gamma_27': 1.4852450768384098, 'gamma_28': -2.1248019212718185, 'gamma_29': -0.10027502682652734, 'gamma_30': 2.0157797422104404, 'gamma_31': 2.8183413630190115, 'gamma_32': 0.8732489948126787, 'gamma_33': -1.0076693942229638, 'gamma_34': -1.6271785461616506, 'gamma_35': -2.600991846945823, 'gamma_36': 2.7270800375425726, 'gamma_37': 2.4997880928885774, 'gamma_38': -0.08862814753278636, 'gamma_39': 2.8648204515000497, 'gamma_40': -0.5775468053796289, 'gamma_41': 1.9203173169689403, 'gamma_42': -2.032116532609524, 'gamma_43': -1.5863501065645695, 'beta_0': 2.2480213066805295, 'beta_1': -3.0935117315728573, 'beta_2': 0.34432443195506784, 'beta_3': 2.6687311403353475, 'beta_4': -0.9595403378684406, 'beta_5': 0.03877791152655219, 'beta_6': 1.7951149346870379, 'beta_7': 1.1281087298863453, 'beta_8': 0.14105964616126676, 'beta_9': -0.6022717211237154, 'beta_10': 3.0857868041237375, 'beta_11': -3.0979354980922467, 'beta_12': 1.171070558484646, 'beta_13': 3.0174136675613608, 'beta_14': -0.1378214775397596, 'beta_15': 1.6222750945770263, 'beta_16': -0.011721435249634204, 'beta_17': -1.3616414600689626, 'beta_18': 1.1019131400373756, 'beta_19': 1.9790191814338027, 'beta_20': -1.0047482647739518, 'beta_21': -1.2517601423647102, 'beta_22': 2.620795419364199, 'beta_23': 1.5674596946743915, 'beta_24': -2.446307557287904, 'beta_25': -2.273131086178269, 'beta_26': -2.1681412408419085, 'beta_27': -1.603515238073542, 'beta_28': -2.2394029825404087, 'beta_29': -0.7177849534469264, 'beta_30': -0.3959128834895975, 'beta_31': -0.5215286901411753, 'beta_32': 2.6824374870560876, 'beta_33': 2.5904084137498264, 'beta_34': -3.137088426227518, 'beta_35': -0.8477076018973303, 'beta_36': -2.6324537120354994, 'beta_37': 1.0495280147642596, 'beta_38': -2.3457612752424875, 'beta_39': 2.359544503845263, 'beta_40': 0.6455335011147667, 'beta_41': 0.3698046807733405, 'beta_42': -1.6432665659130652, 'beta_43': -0.9197658584612093}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:52:29,129] Trial 52 finished with value: -31.803375597370135 and parameters: {'optimizer': 'COBYLA', 'reps': 25, 'gamma_0': 1.807788490633176, 'gamma_1': -1.1751287697972188, 'gamma_2': -0.26222581283226376, 'gamma_3': 0.10472145546961809, 'gamma_4': -2.90801312234427, 'gamma_5': 2.1243552425465566, 'gamma_6': -1.693436591882509, 'gamma_7': -0.996208577211919, 'gamma_8': 1.4000666064901748, 'gamma_9': 1.2141041126339611, 'gamma_10': 0.5064460599561341, 'gamma_11': 2.809898493097842, 'gamma_12': -0.46301421404157606, 'gamma_13': 0.33482079095301015, 'gamma_14': -0.9106068189054257, 'gamma_15': 0.3984217537485759, 'gamma_16': 2.0917277729717396, 'gamma_17': 1.5339734434051142, 'gamma_18': 0.13125902005374523, 'gamma_19': -0.38708270486622776, 'gamma_20': -3.081337428665652, 'gamma_21': -2.0183327201518306, 'gamma_22': 2.2601124209835253, 'gamma_23': 0.5684266792598364, 'gamma_24': -3.092739120612495, 'beta_0': 1.536131154840444, 'beta_1': -2.8790553639152856, 'beta_2': -0.19488938675705203, 'beta_3': 2.207139221102306, 'beta_4': -0.6838217606570491, 'beta_5': -0.2869090159212445, 'beta_6': 2.3814800349097363, 'beta_7': 0.683700932614268, 'beta_8': -0.8379730606000272, 'beta_9': -0.2956279319178516, 'beta_10': -2.1033460571509495, 'beta_11': -2.7606796772059745, 'beta_12': 0.7242719010001724, 'beta_13': 1.7819238970162476, 'beta_14': -1.633830972065766, 'beta_15': 2.168241297924815, 'beta_16': 0.44914912596054224, 'beta_17': -0.8975505323034658, 'beta_18': 1.5346698643147008, 'beta_19': 2.4946247023907238, 'beta_20': -0.994474661207497, 'beta_21': -1.6862636464516139, 'beta_22': 1.9706699136825219, 'beta_23': 0.505234418729145, 'beta_24': -1.8597345651927635}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:53:08,614] Trial 53 finished with value: -31.78537493365281 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': 2.0249774143685366, 'gamma_1': -1.5508031454971989, 'gamma_2': -0.40231788021741044, 'gamma_3': 1.6167448388885406, 'gamma_4': -2.4615816472092176, 'gamma_5': 1.5726019900484134, 'gamma_6': -0.8311080729269347, 'gamma_7': -0.2916023803627724, 'gamma_8': -0.584111566426806, 'gamma_9': 1.7785689296557683, 'gamma_10': 0.1071479142755537, 'gamma_11': 2.3816256611502267, 'gamma_12': -0.8144538008976882, 'gamma_13': 1.2395133977761759, 'gamma_14': -0.016807629162473955, 'gamma_15': 0.7007497626359387, 'gamma_16': 0.8882150941990674, 'gamma_17': 1.9025042543168138, 'gamma_18': -0.35211863162065604, 'gamma_19': -1.0119244006441228, 'gamma_20': -0.4315502588362117, 'gamma_21': -0.31794807376266876, 'gamma_22': 0.868443468809268, 'gamma_23': 1.6859853094973642, 'gamma_24': -1.1783922133698799, 'gamma_25': -0.636960186722154, 'gamma_26': 2.2522970356772296, 'gamma_27': 1.7899780996797452, 'gamma_28': -1.7746178175290581, 'gamma_29': -2.669872344825292, 'gamma_30': 1.5695241188253242, 'gamma_31': 1.9699248651157955, 'gamma_32': 0.22185326512708137, 'gamma_33': -0.31320681875425954, 'gamma_34': -0.6043262916564673, 'gamma_35': -2.1846263343555883, 'beta_0': 2.471007398847016, 'beta_1': -3.134735901183749, 'beta_2': 0.7022137467518909, 'beta_3': 1.2831033833940462, 'beta_4': -1.532014204830559, 'beta_5': -0.716739051704774, 'beta_6': 2.4768921957448766, 'beta_7': 1.8841275672620061, 'beta_8': 0.6053582693418696, 'beta_9': 0.2260413965390205, 'beta_10': 2.8479969208987264, 'beta_11': -2.700407619970953, 'beta_12': 2.23910632835758, 'beta_13': 2.575113191008578, 'beta_14': -2.3397041768939455, 'beta_15': 1.1136453873658336, 'beta_16': -0.692246762454076, 'beta_17': -0.31358106494622157, 'beta_18': 0.6920993194086306, 'beta_19': 0.9801745141564281, 'beta_20': -2.706961921205508, 'beta_21': -0.6478211183192555, 'beta_22': 3.133075742341453, 'beta_23': 1.35957941220506, 'beta_24': -3.0036764914518637, 'beta_25': -2.708535530181764, 'beta_26': -2.8265354369601297, 'beta_27': -0.8674469495703597, 'beta_28': -1.5710382245358225, 'beta_29': -1.5134798583434372, 'beta_30': 0.7550498931593522, 'beta_31': 0.533068244497544, 'beta_32': 3.14060240158897, 'beta_33': 2.1315852690130126, 'beta_34': -2.5702197007312133, 'beta_35': -0.5913044384070423}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:53:59,342] Trial 54 finished with value: -32.648874750004445 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.4006952720906616, 'gamma_1': -2.6405448807097134, 'gamma_2': 1.0595544795088618, 'gamma_3': 2.8488625955061613, 'gamma_4': -2.1145084560317735, 'gamma_5': -0.5226379845755953, 'gamma_6': -1.2713120536347724, 'gamma_7': -1.505811509961282, 'gamma_8': -0.8974635651977748, 'gamma_9': 1.9213666373686156, 'gamma_10': 0.5361012511147756, 'gamma_11': 1.7492371581163237, 'gamma_12': -1.18579460343743, 'gamma_13': 0.8458152946144328, 'gamma_14': 0.7576880092116007, 'gamma_15': 0.9231384688886868, 'gamma_16': 2.602632498120498, 'gamma_17': 2.694598284905842, 'gamma_18': -0.6965253584692643, 'gamma_19': 0.19323374112611635, 'gamma_20': -1.9684526571392378, 'gamma_21': -1.0275594438300604, 'gamma_22': 0.2843578859909166, 'gamma_23': -0.09895195698916331, 'gamma_24': -2.1613138153109963, 'gamma_25': -0.037232652230658414, 'gamma_26': 2.979009250202816, 'gamma_27': 2.2288392450365406, 'gamma_28': -1.287614937406043, 'gamma_29': -0.38547396003709306, 'gamma_30': 2.1464583580731924, 'gamma_31': 1.9050296049645818, 'gamma_32': -0.19362164609892885, 'gamma_33': -1.0382995599857336, 'gamma_34': -1.8972203824286644, 'gamma_35': -2.7556285895748625, 'gamma_36': 3.1295088984165287, 'gamma_37': 2.591201637457482, 'gamma_38': -1.657372524426275, 'gamma_39': 2.002454257444244, 'gamma_40': 0.053992282401775615, 'gamma_41': 2.077184406049587, 'gamma_42': -0.3048302426389393, 'gamma_43': -2.342593491973884, 'gamma_44': 1.8087415221688694, 'gamma_45': 1.4891663135840423, 'gamma_46': 2.903809735361968, 'gamma_47': -2.8852118632628025, 'gamma_48': 2.678120228876003, 'beta_0': 2.97259328406361, 'beta_1': -2.493762287560152, 'beta_2': -0.6328174940804667, 'beta_3': 1.8256968828310915, 'beta_4': -1.064856757308494, 'beta_5': -0.987764181037831, 'beta_6': 2.8287514509120086, 'beta_7': 1.3423349700756688, 'beta_8': -0.3666441429995031, 'beta_9': -1.7875997066160183, 'beta_10': 2.2052623760400074, 'beta_11': -2.3054150611485373, 'beta_12': 0.8836851506212752, 'beta_13': -0.05255024127842034, 'beta_14': -0.7231398672097211, 'beta_15': 0.7308963153870485, 'beta_16': -0.22410913806989152, 'beta_17': -1.4040504637496525, 'beta_18': 1.1812291146236067, 'beta_19': 1.4945116054069436, 'beta_20': -2.1563374656817684, 'beta_21': -0.9413019086275438, 'beta_22': 1.8618711495923304, 'beta_23': 1.994922714240318, 'beta_24': -0.7772060358882151, 'beta_25': -2.1089166494478415, 'beta_26': -2.3598395340309035, 'beta_27': -3.0912542347926006, 'beta_28': -2.5981024412990954, 'beta_29': -0.5509287212780025, 'beta_30': -1.6667103685099156, 'beta_31': -1.347578558049011, 'beta_32': 0.5741376889496239, 'beta_33': 3.0914029061160893, 'beta_34': -2.7740937669036225, 'beta_35': 0.06408600377767903, 'beta_36': -2.5831267268338722, 'beta_37': 1.729467614552737, 'beta_38': -0.8521650214626738, 'beta_39': 1.0326854493692004, 'beta_40': -0.8881911319648963, 'beta_41': -0.06676977074158959, 'beta_42': -1.9462552822641808, 'beta_43': -0.21478990021244238, 'beta_44': 1.5986049772827025, 'beta_45': 0.7185915273770639, 'beta_46': 0.26040589172165013, 'beta_47': -2.296818205204221, 'beta_48': -2.9705463011364657}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:54:53,865] Trial 55 finished with value: -31.455500201823554 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 2.81645215855621, 'gamma_1': -2.7331699150669047, 'gamma_2': 1.1098472796333603, 'gamma_3': 2.8519770501951744, 'gamma_4': -2.050167122892356, 'gamma_5': -0.4677476358777932, 'gamma_6': -0.6471194072082556, 'gamma_7': -1.587262703341517, 'gamma_8': -0.8102143381019079, 'gamma_9': 1.8504371187744402, 'gamma_10': -0.1729312912449994, 'gamma_11': 1.791674420356805, 'gamma_12': -0.41347037835095724, 'gamma_13': 0.5907914574690722, 'gamma_14': -0.6702369176535098, 'gamma_15': 0.9857615663294077, 'gamma_16': 2.612848408824184, 'gamma_17': 2.677630819104508, 'gamma_18': -1.0478524323348632, 'gamma_19': 0.74059265408358, 'gamma_20': -1.6262485286008541, 'gamma_21': -0.7596543179302833, 'gamma_22': -1.7264912150594283, 'gamma_23': -0.20497012989645635, 'gamma_24': -2.354083575000745, 'gamma_25': -1.0791665852497574, 'gamma_26': 2.8276736385516466, 'gamma_27': 2.7005175271316775, 'gamma_28': -1.118708173474932, 'gamma_29': -0.5654574772064043, 'gamma_30': 2.14928097200401, 'gamma_31': 2.1403852543532698, 'gamma_32': -0.6574619636128944, 'gamma_33': 2.1497136802574364, 'gamma_34': -1.6145999159958873, 'gamma_35': -2.6181764117307997, 'gamma_36': 2.97585191716516, 'gamma_37': 2.5907404662109017, 'gamma_38': -1.6269498858588187, 'gamma_39': 2.1133612591718225, 'gamma_40': 0.1820228247930866, 'gamma_41': 1.9714294074233933, 'gamma_42': -0.05674493300511518, 'gamma_43': -2.439902519062887, 'gamma_44': 1.6178308308908445, 'gamma_45': 1.4679330748819959, 'gamma_46': 3.1089525340383926, 'gamma_47': -2.8966474286950903, 'beta_0': 2.94816691307342, 'beta_1': -2.1977935674980635, 'beta_2': -1.493270552694948, 'beta_3': 1.8068400566217564, 'beta_4': -0.27692574824690286, 'beta_5': 0.46526085598262434, 'beta_6': 2.8171211059650765, 'beta_7': 1.4149568960165704, 'beta_8': -0.3432618185795311, 'beta_9': -1.8116639468744427, 'beta_10': 2.22330244679381, 'beta_11': -2.13583938025022, 'beta_12': -2.642878647193276, 'beta_13': -0.0381428336472073, 'beta_14': -0.6435275551100089, 'beta_15': 1.8437956793642014, 'beta_16': -0.3403467751895536, 'beta_17': -1.474611673440515, 'beta_18': 1.2066165008799628, 'beta_19': 1.5162607082249488, 'beta_20': -2.151817884319591, 'beta_21': -1.0595471666845944, 'beta_22': 1.4079184881188151, 'beta_23': 2.4464092007323828, 'beta_24': -1.2147298591466094, 'beta_25': -3.137506835743324, 'beta_26': -1.8708152680309122, 'beta_27': -3.139273575846617, 'beta_28': -2.06304576891523, 'beta_29': -0.7311039740867246, 'beta_30': -0.5684775385785783, 'beta_31': -1.33098136044441, 'beta_32': 0.48410723337004324, 'beta_33': 3.0661930637671766, 'beta_34': -2.2085172507625233, 'beta_35': 0.16076498714531195, 'beta_36': -2.5725548093335924, 'beta_37': 0.2679764348958784, 'beta_38': -0.6958853968528774, 'beta_39': 1.033164995499282, 'beta_40': -0.8665676343131853, 'beta_41': 0.0703090624485302, 'beta_42': -2.08771751505695, 'beta_43': -0.11881524969458801, 'beta_44': 1.5079450538208345, 'beta_45': 0.849662091828162, 'beta_46': 0.2893883775959564, 'beta_47': -2.94436100816372}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:55:42,532] Trial 56 finished with value: -32.19074995602544 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.5654474179469349, 'gamma_1': -2.1644991345232363, 'gamma_2': 1.925281660949359, 'gamma_3': 0.588542097431518, 'gamma_4': -0.9581155249979065, 'gamma_5': 0.5058481532782606, 'gamma_6': -0.21383056349561586, 'gamma_7': 0.48447927853678785, 'gamma_8': 1.1764604465833453, 'gamma_9': 2.1448237892239326, 'gamma_10': 0.9993083396867126, 'gamma_11': 1.5151146619792093, 'gamma_12': 0.031784062125409296, 'gamma_13': 0.7999863655422799, 'gamma_14': 0.7479093072557083, 'gamma_15': 2.8444602921779336, 'gamma_16': 1.4349624548428683, 'gamma_17': 3.1262303965904676, 'gamma_18': -1.716003140929879, 'gamma_19': 1.1823615814962043, 'gamma_20': -2.0735768793576863, 'gamma_21': -1.3448169343226557, 'gamma_22': -0.15555414019995584, 'gamma_23': 0.1875988517004214, 'gamma_24': -1.9040905985592314, 'gamma_25': 0.03323377294141461, 'gamma_26': 2.490747952603038, 'gamma_27': 2.3103609731179096, 'gamma_28': -2.820306251332717, 'gamma_29': 0.3917106562204001, 'gamma_30': 2.6304273422221964, 'gamma_31': 2.2714375229920236, 'gamma_32': -0.43141489231376484, 'gamma_33': -0.8152233669713876, 'gamma_34': -2.5702019993698197, 'gamma_35': -1.7157770850688427, 'gamma_36': 3.1100030885386616, 'gamma_37': 2.1255312580570918, 'gamma_38': -1.9585760580281462, 'gamma_39': 3.102597955324389, 'gamma_40': -0.8220166795121517, 'gamma_41': 1.3054790058989516, 'gamma_42': -0.8470828509683384, 'gamma_43': -2.1809085722047428, 'gamma_44': 1.624626925982927, 'gamma_45': -1.3350385956539668, 'gamma_46': 0.890793299434682, 'gamma_47': -0.7456188294875901, 'gamma_48': 3.1309279220489623, 'gamma_49': -2.9530554532491298, 'beta_0': 2.5958037158747054, 'beta_1': -2.4774613669253673, 'beta_2': -0.6936802487517522, 'beta_3': 2.2695002592130997, 'beta_4': -1.0885844136988727, 'beta_5': 0.0015892379732280748, 'beta_6': 2.9009726524440507, 'beta_7': 2.4963973735831173, 'beta_8': 0.40952545940995866, 'beta_9': -2.34013766639075, 'beta_10': 1.5177046155027905, 'beta_11': -2.225579033043645, 'beta_12': 0.9193918724457099, 'beta_13': -0.3747825781517007, 'beta_14': -1.032033368543545, 'beta_15': 0.72529114350725, 'beta_16': 0.7311762569064422, 'beta_17': -0.6852706989238214, 'beta_18': 1.644197724790471, 'beta_19': 3.0994095050635675, 'beta_20': -2.5339103077661957, 'beta_21': -1.9847572494795385, 'beta_22': 1.7559134868331845, 'beta_23': 3.063197921381917, 'beta_24': -0.9643313045507947, 'beta_25': -2.8749357627008956, 'beta_26': -2.831804068545199, 'beta_27': -2.7488390450563776, 'beta_28': -1.142652365099726, 'beta_29': -0.4798399297775279, 'beta_30': -0.01627103620155973, 'beta_31': -0.7841744323158025, 'beta_32': 0.6507976787017498, 'beta_33': -2.9009764360158012, 'beta_34': -2.7070072536980003, 'beta_35': -1.151714522194597, 'beta_36': -1.816308797219989, 'beta_37': 1.672185260022914, 'beta_38': -0.7829014274907994, 'beta_39': 2.4768524998000285, 'beta_40': 0.13197017971127045, 'beta_41': -0.8408654767473227, 'beta_42': -0.9116540009166, 'beta_43': 0.18743696941305477, 'beta_44': 1.8412313669168123, 'beta_45': -0.7469078827500734, 'beta_46': 0.05471832491342419, 'beta_47': -0.8032673557974586, 'beta_48': -2.9928550774134624, 'beta_49': -2.846640026297881}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:56:35,206] Trial 57 finished with value: -31.63674997517647 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 2.200891748100775, 'gamma_1': 0.26000123622554705, 'gamma_2': 0.8896539908602821, 'gamma_3': 1.3397201457186847, 'gamma_4': -1.6730152945286223, 'gamma_5': -0.6319905640723538, 'gamma_6': -1.187533233485335, 'gamma_7': 1.0684123803312922, 'gamma_8': 0.508229638973051, 'gamma_9': 2.6230371172088027, 'gamma_10': 1.6682948710741476, 'gamma_11': 2.0047485178103024, 'gamma_12': -0.7555541413954172, 'gamma_13': 1.5275608062035921, 'gamma_14': -1.7773391531239195, 'gamma_15': 1.8148184443997213, 'gamma_16': 1.6771608114616379, 'gamma_17': 2.232181391191851, 'gamma_18': -2.8084525941228042, 'gamma_19': 0.2020890143098214, 'gamma_20': -1.9632058400671288, 'gamma_21': -2.5068516908948792, 'gamma_22': 2.8008560039505186, 'gamma_23': 2.3795278174501173, 'gamma_24': -2.4848866074583866, 'gamma_25': 0.4084104712469955, 'gamma_26': 2.0641767033060114, 'gamma_27': 3.1345745037921864, 'gamma_28': -0.6321887337188528, 'gamma_29': -0.3300508784472619, 'gamma_30': -3.015158719981862, 'gamma_31': 1.5002655879081916, 'gamma_32': -0.12088384535491824, 'gamma_33': -0.017865695651478664, 'gamma_34': -2.8762259105776575, 'gamma_35': -2.672468105850445, 'gamma_36': 2.652451640805711, 'gamma_37': -3.0461103605995232, 'gamma_38': -0.9946443244198645, 'gamma_39': 0.9960316009822718, 'gamma_40': 0.7782185808346759, 'gamma_41': 2.798093917899136, 'gamma_42': -2.2015512222407576, 'gamma_43': -0.5486806856959562, 'gamma_44': 1.534576643758547, 'gamma_45': 1.493916899920438, 'gamma_46': 2.919628338667807, 'beta_0': 2.968246623724959, 'beta_1': -0.43362182984236863, 'beta_2': -0.17103356073607823, 'beta_3': 2.0410070587285, 'beta_4': -0.6703095480438183, 'beta_5': -0.3609200503762724, 'beta_6': 3.099779640425808, 'beta_7': 0.4397275692956726, 'beta_8': -0.1129074542765251, 'beta_9': -1.6082227856562938, 'beta_10': 2.3883962916503148, 'beta_11': -2.365765784511749, 'beta_12': 1.435839650944636, 'beta_13': 0.031202926869306313, 'beta_14': -0.27493034531271365, 'beta_15': 1.3917135884609821, 'beta_16': -0.3814914118968074, 'beta_17': -2.1269236088216124, 'beta_18': 2.0938984820195286, 'beta_19': 2.246184199823225, 'beta_20': -1.6859140276745692, 'beta_21': -2.5675643195190867, 'beta_22': 3.0334727270778274, 'beta_23': 1.9809275716112198, 'beta_24': -2.906962826689609, 'beta_25': -2.0137422657220454, 'beta_26': -3.1377942091928483, 'beta_27': -2.316423705726527, 'beta_28': -2.6040691619153424, 'beta_29': -1.340115785567132, 'beta_30': -1.1507860760443818, 'beta_31': -1.7502915882062713, 'beta_32': -0.9630248968843849, 'beta_33': 2.793882834036426, 'beta_34': -2.262721117965559, 'beta_35': -0.6321100274000898, 'beta_36': -2.637310185807967, 'beta_37': 2.6095513040588063, 'beta_38': 0.6949633532537339, 'beta_39': 3.1400380056300765, 'beta_40': -2.1617276146087017, 'beta_41': 0.9054619306190304, 'beta_42': -2.614850854753127, 'beta_43': -0.9502452907154336, 'beta_44': 1.9339628126056894, 'beta_45': 1.7537330902884687, 'beta_46': -1.0419109680764096}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:57:22,966] Trial 58 finished with value: -31.91424830162979 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 2.4630709111605813, 'gamma_1': -0.22511488442790473, 'gamma_2': 2.9556788645588714, 'gamma_3': 0.22111406902499575, 'gamma_4': -0.06038417107487942, 'gamma_5': 1.277776569252692, 'gamma_6': -1.867353825731835, 'gamma_7': -0.7812782976951522, 'gamma_8': -0.018994704151892305, 'gamma_9': 3.1003024106483767, 'gamma_10': 0.64150129860274, 'gamma_11': 2.954887899756822, 'gamma_12': 0.6473039003516072, 'gamma_13': 1.1091890620329037, 'gamma_14': 1.4562156173268836, 'gamma_15': -1.180362056011069, 'gamma_16': 1.0555703408582415, 'gamma_17': 2.5438257025752202, 'gamma_18': 1.2177451630057063, 'gamma_19': 1.3873877603981746, 'gamma_20': -2.7422868880506486, 'gamma_21': -0.8071433088494296, 'gamma_22': -1.0239426367066882, 'gamma_23': -0.6233317276174273, 'gamma_24': -1.8112316077118187, 'gamma_25': -0.07308960885269639, 'gamma_26': 2.927055143753082, 'gamma_27': -2.661643922994969, 'gamma_28': 2.836429181831065, 'gamma_29': 1.1071462042488034, 'gamma_30': 2.6740212816544466, 'gamma_31': 0.41934731611281184, 'gamma_32': -1.4747314830048224, 'gamma_33': 0.28400569445510027, 'gamma_34': 0.38395296200091655, 'gamma_35': -2.232047676389444, 'gamma_36': -0.5594411714195671, 'gamma_37': 2.8468246915561424, 'gamma_38': -0.07337754454663381, 'gamma_39': 2.580981311022511, 'gamma_40': -1.2197184921439497, 'gamma_41': 0.0628471038187891, 'gamma_42': 0.5494670151622956, 'gamma_43': -2.3697440360746476, 'gamma_44': 0.9785429387582251, 'gamma_45': 1.5764870127539095, 'beta_0': 2.0621961903636064, 'beta_1': 3.0505877703848947, 'beta_2': -0.7879376989929778, 'beta_3': 3.1130577819765732, 'beta_4': -0.8311446965486435, 'beta_5': -0.6172986767669533, 'beta_6': 2.2103296016943252, 'beta_7': 1.7058544530420585, 'beta_8': -0.4964282298738455, 'beta_9': 0.3572735459476609, 'beta_10': 1.7473195677111302, 'beta_11': 0.5144756942882291, 'beta_12': 2.312087945025404, 'beta_13': 0.9268661646291466, 'beta_14': -0.725407397148159, 'beta_15': 2.555496245968983, 'beta_16': 2.61056567213721, 'beta_17': -1.2726338543994549, 'beta_18': 0.9811044843506216, 'beta_19': 2.730462036211999, 'beta_20': -0.5676091067660729, 'beta_21': -1.5783591364310707, 'beta_22': 2.4936732579862753, 'beta_23': 0.8919402055784955, 'beta_24': 0.7243085875162334, 'beta_25': -2.3276423123012577, 'beta_26': -0.3219559411848134, 'beta_27': -3.129703925369968, 'beta_28': 2.3846292001052545, 'beta_29': 0.28587685219726056, 'beta_30': -2.0291537503649413, 'beta_31': -1.2218327569943743, 'beta_32': -0.2553734986129758, 'beta_33': 3.110537390026027, 'beta_34': 2.9186593720221405, 'beta_35': -1.9713338824765538, 'beta_36': -0.43805323469867163, 'beta_37': 0.9320617912612391, 'beta_38': -0.7353630479547658, 'beta_39': 0.5765047972052031, 'beta_40': -0.8245204083875807, 'beta_41': -0.7262446485753951, 'beta_42': -0.9882306835033222, 'beta_43': 1.3060786356565401, 'beta_44': -1.100613926634282, 'beta_45': -1.3017754228917062}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:58:10,535] Trial 59 finished with value: -32.54425090680516 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.3563585634975643, 'gamma_1': -1.3148221875723998, 'gamma_2': 0.3835020427830361, 'gamma_3': 0.9888064379860899, 'gamma_4': -2.6711516579234, 'gamma_5': -0.8080724603566751, 'gamma_6': 0.43856917520407124, 'gamma_7': 0.006545264916281046, 'gamma_8': -1.3269339962673143, 'gamma_9': 0.596076782280838, 'gamma_10': 0.8357993676393757, 'gamma_11': 3.1103227793443367, 'gamma_12': -1.7642402988606598, 'gamma_13': -0.1304261067010699, 'gamma_14': -0.5001755240122785, 'gamma_15': 0.2497752275737799, 'gamma_16': 2.375606215595929, 'gamma_17': 1.9784991818102196, 'gamma_18': -0.017469838710955587, 'gamma_19': -1.6256907247723422, 'gamma_20': -2.2562773589731453, 'gamma_21': 2.9420679097870734, 'gamma_22': 0.5401510006330441, 'gamma_23': 0.8506147057115734, 'gamma_24': -1.5310133919684776, 'gamma_25': 0.9390177311421075, 'gamma_26': 1.7261438003394385, 'gamma_27': 2.0675997554456944, 'gamma_28': 0.6143118334417482, 'gamma_29': -1.1621849721988171, 'gamma_30': 1.8910472826756166, 'gamma_31': 2.6189191244980967, 'gamma_32': -1.2987320823581765, 'gamma_33': -0.4317564292802965, 'gamma_34': -2.152736702821101, 'gamma_35': -1.5367414921267266, 'gamma_36': 0.9769428996778484, 'gamma_37': 2.0549146092610395, 'gamma_38': 0.7061733584038524, 'gamma_39': 1.7455137859869552, 'gamma_40': -0.1286241205688414, 'gamma_41': 2.3138051302676015, 'gamma_42': -0.8943673409576094, 'gamma_43': -0.6422548811827316, 'gamma_44': -1.0049157323715143, 'gamma_45': -1.10920363560426, 'gamma_46': -1.3766967058128983, 'gamma_47': 1.1147213072367428, 'gamma_48': 0.7960555319530803, 'gamma_49': 2.683529146577003, 'beta_0': 2.7046812014849424, 'beta_1': -2.907199991893311, 'beta_2': 0.14690298489675235, 'beta_3': 1.0890402271317992, 'beta_4': 0.15428556028761964, 'beta_5': 0.921857227388083, 'beta_6': 1.5099429458070537, 'beta_7': 1.1031131234032254, 'beta_8': 0.12943423067843335, 'beta_9': -2.7466086654878494, 'beta_10': 2.929829598358893, 'beta_11': -1.5957957249104764, 'beta_12': 1.7722756419933008, 'beta_13': 1.9501376984364014, 'beta_14': 0.7678309402077781, 'beta_15': 1.5630580216295755, 'beta_16': 1.2710259390348309, 'beta_17': -0.5612202275100694, 'beta_18': 0.4192207462523043, 'beta_19': -2.291083296508564, 'beta_20': -1.356908845103993, 'beta_21': -0.8729213149190207, 'beta_22': 1.814036237662442, 'beta_23': 2.8196184323661693, 'beta_24': -1.7087772001745125, 'beta_25': -1.798718585231026, 'beta_26': -2.3059375960121895, 'beta_27': -2.8348742945290484, 'beta_28': -1.42581032358096, 'beta_29': -0.2957965684093208, 'beta_30': -2.354689170951689, 'beta_31': -0.8844702082755128, 'beta_32': 1.9505285691344667, 'beta_33': -0.27788908846511395, 'beta_34': -2.7488261817647235, 'beta_35': -0.17367586257774875, 'beta_36': -2.192142418330969, 'beta_37': 1.5643154914314636, 'beta_38': -2.3295288288055738, 'beta_39': 2.091761499550455, 'beta_40': 0.3426443737239245, 'beta_41': 2.180357270154908, 'beta_42': 0.19833921784230024, 'beta_43': -1.968195629946402, 'beta_44': 1.0602595128701402, 'beta_45': 1.6182081375257287, 'beta_46': 1.3065998337035116, 'beta_47': -1.2741036160417318, 'beta_48': -1.0152129204144364, 'beta_49': 0.5193511550196475}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:59:04,520] Trial 60 finished with value: -23.866375044797643 and parameters: {'optimizer': 'SPSA', 'reps': 20, 'gamma_0': 1.4647251670046997, 'gamma_1': -1.2109391790610111, 'gamma_2': 1.4886239305176003, 'gamma_3': -0.6790043854864335, 'gamma_4': -2.8349387481125254, 'gamma_5': -0.6362379580493023, 'gamma_6': 0.4579430616564827, 'gamma_7': 0.132050336285636, 'gamma_8': -1.3595957538447565, 'gamma_9': 0.5124685896107053, 'gamma_10': 1.220911960017335, 'gamma_11': 3.1397389749370537, 'gamma_12': -2.0780891786972897, 'gamma_13': -0.00045628411741693853, 'gamma_14': -1.2200486092534326, 'gamma_15': 0.1965445518114926, 'gamma_16': 2.3673432710918645, 'gamma_17': 2.8356958222356923, 'gamma_18': 1.7588703121311617, 'gamma_19': -2.409188643616165, 'beta_0': 2.790633825808311, 'beta_1': -2.593017759041759, 'beta_2': 0.26614339030267276, 'beta_3': 1.0934338913688246, 'beta_4': 0.135029880325773, 'beta_5': 1.344251823237783, 'beta_6': 1.4459602529728934, 'beta_7': 1.2936370187842892, 'beta_8': 0.23405540339580377, 'beta_9': 1.9428780763966198, 'beta_10': 2.1620292502997014, 'beta_11': -1.3226147767842351, 'beta_12': 2.1801128967317136, 'beta_13': 1.412345326850699, 'beta_14': 0.7155738311536307, 'beta_15': 0.5036162295843346, 'beta_16': 2.163751764486253, 'beta_17': 0.8281176354351774, 'beta_18': -0.059314952000858234, 'beta_19': -1.4750493943830105}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 12:59:52,163] Trial 61 finished with value: -31.7237499121257 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.1471134802868992, 'gamma_1': -2.0043121557699477, 'gamma_2': 0.31396946622141303, 'gamma_3': 1.115302034868221, 'gamma_4': -2.1618757852533625, 'gamma_5': 0.22611179754911648, 'gamma_6': 0.939367032734729, 'gamma_7': 3.0817988602864266, 'gamma_8': -0.8835758974778138, 'gamma_9': 1.469696397808286, 'gamma_10': 0.7748268660011328, 'gamma_11': 2.8749809124697427, 'gamma_12': -1.6874946696139594, 'gamma_13': -0.35091326668559164, 'gamma_14': -0.4325210245207991, 'gamma_15': -0.1692665485703687, 'gamma_16': 2.095157141403943, 'gamma_17': 2.014476748226138, 'gamma_18': 0.009922994043249922, 'gamma_19': -2.386739814536469, 'gamma_20': -2.3492634576447857, 'gamma_21': 2.827882512363004, 'gamma_22': 0.2151818046326896, 'gamma_23': 0.9360450228750563, 'gamma_24': -1.8515772185249177, 'gamma_25': 0.9689523499083935, 'gamma_26': 1.3665013805705564, 'gamma_27': 2.147473401211577, 'gamma_28': 0.8255135456623426, 'gamma_29': -1.2063701450690807, 'gamma_30': 1.7884532116653726, 'gamma_31': 2.459002505607089, 'gamma_32': -2.3210703800254153, 'gamma_33': -0.30354017040091036, 'gamma_34': -2.2422197433548368, 'gamma_35': -1.3804753062602295, 'gamma_36': 1.0635937925381378, 'gamma_37': 2.0599667707680003, 'gamma_38': 0.5434610575900418, 'gamma_39': 1.837008537682855, 'gamma_40': -0.2807521454641568, 'gamma_41': 2.3994731560836113, 'gamma_42': -1.2826780693534534, 'gamma_43': -0.5425752015202916, 'gamma_44': -0.9481004669941038, 'gamma_45': -1.417210787642144, 'gamma_46': -1.463877972184728, 'gamma_47': 1.3026066103842964, 'gamma_48': 0.789826246581883, 'gamma_49': 3.0370708690841015, 'beta_0': 3.0931354526102206, 'beta_1': -2.867559966199461, 'beta_2': -0.38352218262263627, 'beta_3': 1.5419974976227324, 'beta_4': -0.3366423040870195, 'beta_5': 0.837225189469081, 'beta_6': 1.6582490002042143, 'beta_7': 0.9849391813177354, 'beta_8': -0.06084587898595739, 'beta_9': -2.899927756291897, 'beta_10': 3.139057862503245, 'beta_11': -1.6112791011101466, 'beta_12': 1.8621410676522747, 'beta_13': 2.1336460561809742, 'beta_14': -0.09930826884974447, 'beta_15': 1.6292327942939113, 'beta_16': 1.2797099782805763, 'beta_17': -0.5378373735255664, 'beta_18': 0.3581920735029178, 'beta_19': -2.179659268630372, 'beta_20': -2.0631809620711827, 'beta_21': -0.8579737494074215, 'beta_22': 1.8230455629974118, 'beta_23': 1.8834560812736192, 'beta_24': -1.831645442934008, 'beta_25': -1.8364671458274222, 'beta_26': -2.2761669227132058, 'beta_27': -2.854052720849009, 'beta_28': -1.3960544969840225, 'beta_29': -0.5821865275736318, 'beta_30': -2.4664814367032712, 'beta_31': -0.7452575548675676, 'beta_32': 2.052679114255583, 'beta_33': -0.28797555580061607, 'beta_34': -2.833096509342747, 'beta_35': -0.1715497145099827, 'beta_36': -2.2155438162773002, 'beta_37': 1.5769352306070525, 'beta_38': -2.2834557081956923, 'beta_39': 2.1676813295946866, 'beta_40': 0.36161142452457823, 'beta_41': 2.2379584916901893, 'beta_42': 0.2969133485147604, 'beta_43': -1.8581232470583733, 'beta_44': 1.1381846859430007, 'beta_45': 1.7233384240897345, 'beta_46': 1.2280549775034773, 'beta_47': -1.4451567897630047, 'beta_48': -0.7936029474754321, 'beta_49': 0.5047999028751217}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:00:35,478] Trial 62 finished with value: -32.10162520081344 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 1.7999016573359612, 'gamma_1': -0.7150854385144165, 'gamma_2': 0.6946223483621041, 'gamma_3': 0.9001126493720335, 'gamma_4': -2.6725296334276676, 'gamma_5': -0.27044450598401815, 'gamma_6': 2.317294651364801, 'gamma_7': -0.018741116377426308, 'gamma_8': -0.46693382149486135, 'gamma_9': -0.28163868947093096, 'gamma_10': 0.8640921765291251, 'gamma_11': 3.1348067239487127, 'gamma_12': -1.0390256925495376, 'gamma_13': 0.3859870772234466, 'gamma_14': 0.17935078788309666, 'gamma_15': 0.8930269788379508, 'gamma_16': 1.196307181557326, 'gamma_17': 1.1775172782314014, 'gamma_18': -0.6308359126945804, 'gamma_19': -1.6082429508712561, 'gamma_20': -1.837046265574237, 'gamma_21': -1.75310960682607, 'gamma_22': 0.6055571514509224, 'gamma_23': 1.603732614061916, 'gamma_24': -1.43877028954484, 'gamma_25': 1.2038926444825377, 'gamma_26': 1.6847199249548643, 'gamma_27': 2.626788869149736, 'gamma_28': 0.49527911914181433, 'gamma_29': 0.35918124172776494, 'gamma_30': 2.242158335128008, 'gamma_31': 3.119896063746558, 'gamma_32': -1.4126071887185048, 'gamma_33': -0.9354279333494303, 'gamma_34': -1.6042791651706392, 'gamma_35': -1.8697685022152155, 'gamma_36': 0.6811247129585661, 'gamma_37': 2.7315310294898762, 'gamma_38': 1.0029818122218548, 'gamma_39': 1.3430354847611259, 'gamma_40': 0.3227140340464697, 'gamma_41': 1.3845070216111819, 'beta_0': 2.2308167426460543, 'beta_1': -2.2957766719328734, 'beta_2': -0.046977931236101, 'beta_3': 1.883792227244406, 'beta_4': 0.8822111224768284, 'beta_5': 0.07685747512423863, 'beta_6': 1.1982564370706283, 'beta_7': 0.509753310293871, 'beta_8': 0.5511675008784176, 'beta_9': -2.057592753116185, 'beta_10': 2.9204134485976114, 'beta_11': -2.7206116727134764, 'beta_12': 2.7828188646702916, 'beta_13': 1.9352221530368632, 'beta_14': 1.38140777930211, 'beta_15': 1.1575057008487866, 'beta_16': 0.41986105231863746, 'beta_17': -1.798065618422486, 'beta_18': 0.5425394994048476, 'beta_19': 1.8888573941812967, 'beta_20': -1.1989601601050248, 'beta_21': -0.13563495796151104, 'beta_22': 2.252265557520891, 'beta_23': 2.7896139434580585, 'beta_24': -2.2343203334564845, 'beta_25': -2.8949617832313415, 'beta_26': -2.8103915528925625, 'beta_27': -2.0597958569347767, 'beta_28': -0.8992525539481167, 'beta_29': -1.0063540176354695, 'beta_30': -3.1182386351463, 'beta_31': -1.0185953708175306, 'beta_32': 1.5569014991055024, 'beta_33': -0.5076163719478227, 'beta_34': 0.9342432385570225, 'beta_35': -0.09129117027720345, 'beta_36': -2.180559969835565, 'beta_37': 1.422765885214557, 'beta_38': -3.1178502869269415, 'beta_39': 1.1694141617973488, 'beta_40': 0.7390364146789434, 'beta_41': 0.5993055219239658}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:01:19,019] Trial 63 finished with value: -32.4072513915056 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.4278338665425667, 'gamma_1': -1.4746390954657016, 'gamma_2': 1.143994842853319, 'gamma_3': 0.3277700819229243, 'gamma_4': -3.1204754961650267, 'gamma_5': -0.874884294593018, 'gamma_6': -0.058200567118532054, 'gamma_7': 0.6325315174335837, 'gamma_8': -1.6900273195519713, 'gamma_9': 1.971317559472205, 'gamma_10': 0.5325017967419073, 'gamma_11': 2.3886087261757947, 'gamma_12': -1.5301245193764152, 'gamma_13': -0.7291825559139501, 'gamma_14': -0.08506416151602897, 'gamma_15': 0.6838136349156443, 'gamma_16': 2.630726278988192, 'gamma_17': 1.7761503133423275, 'gamma_18': 0.5077458550219318, 'gamma_19': 0.8780964993521325, 'gamma_20': -1.4225988259748876, 'gamma_21': 2.9648693581900023, 'gamma_22': 0.47449238215396305, 'gamma_23': 0.5920048233722226, 'gamma_24': -2.7047617845279346, 'gamma_25': 0.6788543015985872, 'gamma_26': 2.1808472523292712, 'gamma_27': 1.8794435689868032, 'gamma_28': -0.8125946369020042, 'gamma_29': -0.7683201141775957, 'gamma_30': 1.3541459418866668, 'gamma_31': 1.7079086108669397, 'gamma_32': -1.9479064322444408, 'gamma_33': -0.5495957694754302, 'gamma_34': -2.264556304343164, 'gamma_35': -2.812769826979539, 'gamma_36': 1.7980757553778306, 'gamma_37': 3.1168495498946585, 'gamma_38': 1.1689678010732056, 'gamma_39': 2.479400594497692, 'gamma_40': 1.3725800654272489, 'gamma_41': 2.555397739403812, 'gamma_42': -0.3803062357170658, 'gamma_43': -0.8181181419868703, 'gamma_44': -0.8329700423768478, 'beta_0': 2.589398540419621, 'beta_1': -2.8761197180920712, 'beta_2': 0.6219994154473072, 'beta_3': 2.8588302848833163, 'beta_4': 0.40101255488853793, 'beta_5': 0.3677412627963454, 'beta_6': 2.534757255550567, 'beta_7': 1.532496560118897, 'beta_8': 1.0752474583917362, 'beta_9': -1.1042180030349167, 'beta_10': 2.6988533103760557, 'beta_11': -0.3549800265842358, 'beta_12': -1.6222692498256501, 'beta_13': 0.29638640159681906, 'beta_14': -0.41970849397292725, 'beta_15': 0.7972949521206111, 'beta_16': -0.8038607068124228, 'beta_17': -0.8421469641904641, 'beta_18': -0.3894575211670811, 'beta_19': -3.0960003460457264, 'beta_20': -1.437862951230243, 'beta_21': -1.249715128616109, 'beta_22': 1.4372536007645298, 'beta_23': 1.5391945517820051, 'beta_24': -0.4882060725439721, 'beta_25': -1.501466112108343, 'beta_26': -1.617195886885027, 'beta_27': -3.134311188106338, 'beta_28': -1.763201664366456, 'beta_29': -0.3050742909943548, 'beta_30': -2.5680469859169923, 'beta_31': -1.584748985809596, 'beta_32': 0.7376920374762973, 'beta_33': -1.2590526020580648, 'beta_34': -3.1344860072069105, 'beta_35': 0.17158890312445096, 'beta_36': -2.713186756124777, 'beta_37': 2.045806565023937, 'beta_38': -1.91607875153223, 'beta_39': 2.715059350451444, 'beta_40': -0.39490547918280244, 'beta_41': 2.0790478319320687, 'beta_42': 0.13195319972416242, 'beta_43': -1.724048669804633, 'beta_44': 2.2199083330911553}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:02:07,733] Trial 64 finished with value: -31.482625911163055 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 0.6551798727046104, 'gamma_1': 2.833465508225185, 'gamma_2': 1.393835909127497, 'gamma_3': -0.048181591471266334, 'gamma_4': -1.9041539427910732, 'gamma_5': -1.2661121427749842, 'gamma_6': 0.8417055137295962, 'gamma_7': -0.39520268822145566, 'gamma_8': -1.2775706691340465, 'gamma_9': 1.253929185271095, 'gamma_10': 0.1538867274240833, 'gamma_11': 2.122521597229275, 'gamma_12': -0.9147543813525542, 'gamma_13': 0.7248415226425143, 'gamma_14': -0.5497749144773921, 'gamma_15': 1.2696300544085166, 'gamma_16': -1.5512386008985912, 'gamma_17': 2.361578672250478, 'gamma_18': -0.7814397962033971, 'gamma_19': 0.36066432841097457, 'gamma_20': -3.112803066499111, 'gamma_21': 2.324734722991809, 'gamma_22': 0.20819951428216632, 'gamma_23': 0.4430265259948336, 'gamma_24': -2.1397555788243166, 'gamma_25': 0.2990195807409851, 'gamma_26': 0.9614323683724617, 'gamma_27': 1.4207093645294355, 'gamma_28': 1.1202796914204434, 'gamma_29': -0.4326971705289672, 'gamma_30': 2.8067697233500457, 'gamma_31': 2.8389242645653723, 'gamma_32': -0.15219509224919614, 'gamma_33': 1.0967729701954791, 'gamma_34': -3.101503471284464, 'gamma_35': -0.9149797849049829, 'gamma_36': 1.2157419642227152, 'gamma_37': 1.86596402484681, 'gamma_38': 0.11747613458164174, 'gamma_39': 3.1352328618423178, 'gamma_40': -0.38573510749110107, 'gamma_41': 1.4173943967960954, 'gamma_42': -2.1438169078550424, 'gamma_43': 0.2799256965813416, 'gamma_44': 2.2825241771738676, 'gamma_45': -1.025558571147287, 'gamma_46': -1.2340714061240938, 'gamma_47': 0.8896279000907319, 'gamma_48': 0.8689972183243329, 'beta_0': 2.0231041227299205, 'beta_1': -2.6591116258601053, 'beta_2': 0.28094971908498795, 'beta_3': 1.3731236331480328, 'beta_4': -1.2601837286279458, 'beta_5': 2.375878095460189, 'beta_6': 0.0069029941183818, 'beta_7': 0.941625330458636, 'beta_8': -0.23137222589263923, 'beta_9': -2.5650322670050074, 'beta_10': 2.947028114213673, 'beta_11': -1.78825896527792, 'beta_12': 1.6809167345599207, 'beta_13': -0.06250312111920715, 'beta_14': 1.1739929437938086, 'beta_15': 1.9587820471392363, 'beta_16': 0.1871283659826542, 'beta_17': -1.573050956156742, 'beta_18': 1.3101556830105578, 'beta_19': 1.2058109846725635, 'beta_20': -1.8699287159458948, 'beta_21': -0.8731267061733001, 'beta_22': 1.892063298880034, 'beta_23': 1.7375995260336243, 'beta_24': -1.3295661501226168, 'beta_25': -2.1956091674119413, 'beta_26': -2.2896017862295532, 'beta_27': -1.7874967125125654, 'beta_28': -1.2287776797953454, 'beta_29': 0.2028555630093773, 'beta_30': 0.35908837940385496, 'beta_31': 2.552036190405957, 'beta_32': 2.2920114080491967, 'beta_33': 0.26059907824322315, 'beta_34': -2.810900800561102, 'beta_35': 0.4144622607301563, 'beta_36': -2.290929789339753, 'beta_37': -0.2754904468981727, 'beta_38': -1.201488790761276, 'beta_39': 1.9297115464038463, 'beta_40': -1.5214317835385387, 'beta_41': -0.32097984200599416, 'beta_42': -1.3651893349182023, 'beta_43': -0.38743491730912366, 'beta_44': 0.5819777132054526, 'beta_45': 1.9098984618301196, 'beta_46': 0.8786008275724322, 'beta_47': -1.8497923835832482, 'beta_48': -1.0277855894948578}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:02:47,073] Trial 65 finished with value: -32.07374865835171 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 2.130756134427193, 'gamma_1': -2.570717198374792, 'gamma_2': 0.6299306713934723, 'gamma_3': 0.6343451487301329, 'gamma_4': -2.5176083059547243, 'gamma_5': -1.0736374769833836, 'gamma_6': 0.21559402648307657, 'gamma_7': -1.0236665150642543, 'gamma_8': -1.639135801946362, 'gamma_9': 2.837064957620875, 'gamma_10': 1.3810602966282053, 'gamma_11': 2.69779569134481, 'gamma_12': -0.7125926540613186, 'gamma_13': 1.205838758687293, 'gamma_14': -0.9589403615468842, 'gamma_15': 0.2961151261671921, 'gamma_16': 1.792678772439281, 'gamma_17': 2.0917471547198523, 'gamma_18': -1.1173708896471657, 'gamma_19': -1.936426290175424, 'gamma_20': -2.1576037459869624, 'gamma_21': -1.0486468030261418, 'gamma_22': 1.0675813512702992, 'gamma_23': 2.0451466265468525, 'gamma_24': -1.4958489335544263, 'gamma_25': 1.4147908343576787, 'gamma_26': 2.4806368164504016, 'gamma_27': 1.987318608411276, 'gamma_28': -0.16567482090495023, 'gamma_29': -1.0624966335765487, 'gamma_30': 1.9161263769442158, 'gamma_31': 2.520507186494722, 'gamma_32': -0.9133456687384632, 'gamma_33': -2.0922127016923846, 'gamma_34': -2.8521382886190323, 'gamma_35': -2.720018315503529, 'gamma_36': -2.9994353116910517, 'gamma_37': 1.164953027211373, 'gamma_38': 1.6624103146046747, 'gamma_39': 0.44766152894118516, 'beta_0': 1.808918804405991, 'beta_1': -2.9477212898801968, 'beta_2': 1.200241206738618, 'beta_3': 0.6640334351539425, 'beta_4': -0.13259652134047928, 'beta_5': -0.9556516707042523, 'beta_6': 2.3649472085323877, 'beta_7': 1.9346273156183074, 'beta_8': -1.1628840531018514, 'beta_9': 0.8545794104033944, 'beta_10': 2.341365321174586, 'beta_11': -0.5022421667419609, 'beta_12': 0.9565230854059225, 'beta_13': 2.61006970763341, 'beta_14': 1.7997670799517071, 'beta_15': 1.4878416900396925, 'beta_16': -0.31169685009104553, 'beta_17': 0.14241209544131406, 'beta_18': 0.9007380267845585, 'beta_19': 1.5486960039707176, 'beta_20': -0.695563482474312, 'beta_21': -1.2803337363080458, 'beta_22': 1.2030247696895975, 'beta_23': 2.335738468109237, 'beta_24': -2.650015527575145, 'beta_25': -2.540248846017142, 'beta_26': -1.8990847564173188, 'beta_27': -2.9477237976924817, 'beta_28': -2.189873362590046, 'beta_29': 0.7616391537897562, 'beta_30': -2.3070480408015897, 'beta_31': -1.1047111924039976, 'beta_32': 1.539456603579687, 'beta_33': 2.706718336339416, 'beta_34': -2.408133503279015, 'beta_35': -0.3583394434878158, 'beta_36': -2.7533283974320004, 'beta_37': 2.84132795779854, 'beta_38': -2.692492880439234, 'beta_39': 1.3953422664110051}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:03:27,480] Trial 66 finished with value: -31.96337512105112 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': 1.6478883247464178, 'gamma_1': -1.7456586925145228, 'gamma_2': 0.32604119766741013, 'gamma_3': -0.23340701133181085, 'gamma_4': -0.6733133221618921, 'gamma_5': 0.12504933323463607, 'gamma_6': -1.026850556635262, 'gamma_7': -0.6333368922992706, 'gamma_8': -0.576329754896176, 'gamma_9': -0.01362804262378281, 'gamma_10': 2.042075466966746, 'gamma_11': 1.7429865350195957, 'gamma_12': -0.2100685899851819, 'gamma_13': 0.48657540581914027, 'gamma_14': 0.487135863755931, 'gamma_15': -0.8134920568072395, 'gamma_16': 1.56453104522115, 'gamma_17': 3.1151445416792276, 'gamma_18': 1.1507580265041124, 'gamma_19': 1.1623824054400587, 'gamma_20': -2.6781121743088594, 'gamma_21': 1.3633820788559436, 'gamma_22': -0.3973081824636947, 'gamma_23': 0.9142055847902331, 'gamma_24': -2.924419156236818, 'gamma_25': 0.93497592903908, 'gamma_26': 1.9132595899980605, 'gamma_27': -2.802115983625133, 'gamma_28': -2.4961046046413697, 'gamma_29': 0.08457037015075498, 'gamma_30': 2.901924590121106, 'gamma_31': 1.3202919063967624, 'gamma_32': 1.0188457951621785, 'gamma_33': -0.6766336299112832, 'gamma_34': -1.7728439328039753, 'gamma_35': -2.0853970984235137, 'gamma_36': -0.1444081750786157, 'gamma_37': 2.345052512476128, 'gamma_38': -0.4760727156139756, 'gamma_39': 1.9601788233171265, 'gamma_40': -1.1078752179971616, 'gamma_41': 0.6870665106273313, 'gamma_42': -0.6992488908440968, 'beta_0': 2.312078951731592, 'beta_1': -2.086377200617216, 'beta_2': -0.6330256248909341, 'beta_3': 2.4163630943807233, 'beta_4': -0.9468326224312165, 'beta_5': -1.2145422999133504, 'beta_6': 1.051590704014934, 'beta_7': 1.215156501651437, 'beta_8': -0.7417300881553239, 'beta_9': -2.6496594431818896, 'beta_10': 2.006607523281454, 'beta_11': -2.5430902778712454, 'beta_12': -2.3130712900179384, 'beta_13': 0.9721698082517435, 'beta_14': 0.799985510649476, 'beta_15': 1.092034349028478, 'beta_16': 1.2985126854407532, 'beta_17': -0.21693915035261124, 'beta_18': 1.9044565940897356, 'beta_19': 1.2681581635368606, 'beta_20': -2.329834813379635, 'beta_21': 3.017293095967278, 'beta_22': 2.797661142412534, 'beta_23': 0.9019965238298445, 'beta_24': -1.621114312630015, 'beta_25': -1.8513144666646586, 'beta_26': -2.9391400865970763, 'beta_27': -2.366167515491993, 'beta_28': -1.8580399218518622, 'beta_29': 1.7599084090043906, 'beta_30': 0.15866874904362754, 'beta_31': -0.23533483188928528, 'beta_32': 2.7458293520693786, 'beta_33': -1.0561145484985857, 'beta_34': -1.690041172462089, 'beta_35': -1.2980857996528279, 'beta_36': 2.9884216006671913, 'beta_37': 0.669129370355802, 'beta_38': 0.18497156890203792, 'beta_39': 2.7523949055285657, 'beta_40': 1.9342436061727106, 'beta_41': -1.6562201499214408, 'beta_42': -0.40572932548366003}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:16:30,702] Trial 67 finished with value: -28.089374544798453 and parameters: {'optimizer': 'QN-SPSA', 'reps': 46, 'gamma_0': 0.962881699280777, 'gamma_1': 1.3104557951643896, 'gamma_2': -0.532404075779144, 'gamma_3': 1.830669864442419, 'gamma_4': -1.4466435031699767, 'gamma_5': 0.6181021461604179, 'gamma_6': -0.7803499589182761, 'gamma_7': -0.054605078434526375, 'gamma_8': 0.07629679760133118, 'gamma_9': 2.364184772234542, 'gamma_10': -0.05710696928198988, 'gamma_11': 2.9110604558885367, 'gamma_12': -1.4138312280074898, 'gamma_13': 0.14581741074913995, 'gamma_14': -0.2776046041502759, 'gamma_15': -0.05148225885646196, 'gamma_16': 2.818344223103083, 'gamma_17': 0.778603720929256, 'gamma_18': -0.15763856166750045, 'gamma_19': 1.549692675603217, 'gamma_20': -1.8390434370756408, 'gamma_21': 2.013934802838272, 'gamma_22': 2.0021800843171764, 'gamma_23': -0.18321236540134553, 'gamma_24': -0.8176106975941901, 'gamma_25': 0.1297411941950689, 'gamma_26': -2.505362824773625, 'gamma_27': 2.988739488903857, 'gamma_28': 0.6085944452416318, 'gamma_29': -1.6129092496739077, 'gamma_30': 2.4014211996882695, 'gamma_31': 0.9074196333853254, 'gamma_32': 1.492498239752405, 'gamma_33': -0.3215980903001252, 'gamma_34': 1.3451667095543391, 'gamma_35': -1.585354631701935, 'gamma_36': 0.3498956641752098, 'gamma_37': 2.73933080444088, 'gamma_38': -0.3265108385565866, 'gamma_39': 2.75888599151114, 'gamma_40': 0.7107041777164769, 'gamma_41': 2.307199351343789, 'gamma_42': 0.502629622721968, 'gamma_43': -1.9706878902975484, 'gamma_44': -0.5942373795982272, 'gamma_45': 0.696080594427445, 'beta_0': -0.7256127578266887, 'beta_1': -2.3915282928986494, 'beta_2': -1.0062110206739683, 'beta_3': 0.8943191986033963, 'beta_4': -0.6729336859903747, 'beta_5': 1.053752784461765, 'beta_6': 1.8889649648615434, 'beta_7': 0.19284078364503965, 'beta_8': 0.19569965045617138, 'beta_9': -0.3346539084589013, 'beta_10': 2.5849859443343632, 'beta_11': -1.3638931347972085, 'beta_12': -3.140078151938997, 'beta_13': -0.9740886196292804, 'beta_14': -1.528624196698009, 'beta_15': 0.026621023319574832, 'beta_16': 0.9078854997040116, 'beta_17': -0.636947079196765, 'beta_18': 1.6219723751782615, 'beta_19': 0.9805672577064475, 'beta_20': -0.3477920387554386, 'beta_21': 2.196415305254833, 'beta_22': 1.5652130559063546, 'beta_23': 2.82376804915764, 'beta_24': -0.06915733962559623, 'beta_25': 0.717181226197555, 'beta_26': -1.287580718803191, 'beta_27': -2.799277598659175, 'beta_28': -0.6635601612786972, 'beta_29': 2.8169578905021386, 'beta_30': -1.6681913535779929, 'beta_31': -2.192209586655017, 'beta_32': 2.0639451104949256, 'beta_33': 2.8139823388612353, 'beta_34': -1.9796100165037014, 'beta_35': 0.5607119335990406, 'beta_36': -1.738678890467911, 'beta_37': 2.221330149355943, 'beta_38': -0.5228982084175264, 'beta_39': 2.1392322349205264, 'beta_40': 0.6108917419157327, 'beta_41': 1.1398057486058528, 'beta_42': 0.597233774794282, 'beta_43': -2.4890056712396094, 'beta_44': -0.1438975809949603, 'beta_45': 0.3799484838943401}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:17:09,252] Trial 68 finished with value: -32.173249736167044 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 2.706101871562369, 'gamma_1': -1.009314984291569, 'gamma_2': -0.049789003327535886, 'gamma_3': 0.9044228850737502, 'gamma_4': -1.6752235444505987, 'gamma_5': 1.2074334633541906, 'gamma_6': -1.6195172736223378, 'gamma_7': -0.2795749203345581, 'gamma_8': 0.8440063268412326, 'gamma_9': 0.8080803547498153, 'gamma_10': 1.138450804001751, 'gamma_11': 2.2885328335596626, 'gamma_12': -2.8294919644593355, 'gamma_13': 1.397291135135923, 'gamma_14': -1.3157425658350388, 'gamma_15': -0.5294999157822939, 'gamma_16': 1.3433328517499206, 'gamma_17': 2.643698149091204, 'gamma_18': 0.7399534787207631, 'gamma_19': 2.8133641892916104, 'gamma_20': -1.411274590067173, 'gamma_21': 2.34408715016784, 'gamma_22': 2.8382986305437043, 'gamma_23': -2.943354838937682, 'gamma_24': -2.1328641229015424, 'gamma_25': -0.36767959452145516, 'gamma_26': 3.1413531158573935, 'gamma_27': 2.610657399638724, 'gamma_28': 0.1438543050976604, 'gamma_29': -1.9939391076735713, 'gamma_30': 1.507713043220603, 'gamma_31': 3.081117421506545, 'gamma_32': 0.2829773732514222, 'gamma_33': -1.2641541740294462, 'gamma_34': -2.2558324217037273, 'gamma_35': -3.1303523126249324, 'gamma_36': 2.748134143692579, 'gamma_37': 2.2058211743079443, 'gamma_38': -2.663756581519448, 'gamma_39': 2.2349115804336765, 'beta_0': 2.5980143013474937, 'beta_1': 1.4589829459912247, 'beta_2': 0.1471751720702409, 'beta_3': 1.6683259249134756, 'beta_4': 0.08380523962842923, 'beta_5': -1.6467440775841904, 'beta_6': 2.8243604932836317, 'beta_7': 0.6546028618474135, 'beta_8': 0.9084683876228586, 'beta_9': -0.8035852116371425, 'beta_10': 3.1138409955599684, 'beta_11': -1.005292267928473, 'beta_12': -1.836373928230217, 'beta_13': 1.3130319225775466, 'beta_14': 0.16651000705779706, 'beta_15': 2.693140586767477, 'beta_16': 1.8158161220227358, 'beta_17': -1.094823593810879, 'beta_18': 0.12274535801722569, 'beta_19': 2.5384722074505155, 'beta_20': -1.28011045804449, 'beta_21': -1.9341613692020356, 'beta_22': 2.1815618728516104, 'beta_23': 0.06512983679678153, 'beta_24': -1.0048997348093507, 'beta_25': -2.9723747992884197, 'beta_26': -2.6610164742561606, 'beta_27': -2.523053420697312, 'beta_28': 0.06696706506350703, 'beta_29': -1.123006468673019, 'beta_30': -1.0105753174445438, 'beta_31': 0.5324959221152508, 'beta_32': -0.668773538179763, 'beta_33': -0.24862692148426585, 'beta_34': -2.8935387373880435, 'beta_35': 2.766068939849377, 'beta_36': -2.8893742905460535, 'beta_37': 2.718671951383296, 'beta_38': 0.2706219876989633, 'beta_39': 3.048926116578789}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:17:45,583] Trial 69 finished with value: -31.70974986695765 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': 1.2157301324128682, 'gamma_1': 2.2745435977800463, 'gamma_2': 0.8690583872273495, 'gamma_3': 1.4177758373656975, 'gamma_4': -2.9702461057449643, 'gamma_5': -0.8196056179745751, 'gamma_6': -1.3201264805863036, 'gamma_7': 0.295750798406754, 'gamma_8': -0.8973726302534406, 'gamma_9': 1.6469640175393523, 'gamma_10': 0.8633431668759413, 'gamma_11': 2.533677652476647, 'gamma_12': -1.7204026770421614, 'gamma_13': -0.10586402998472033, 'gamma_14': -2.4685737647236055, 'gamma_15': 0.5698733453857501, 'gamma_16': 2.227955398468142, 'gamma_17': 1.5236695337908155, 'gamma_18': 0.2891244710137888, 'gamma_19': 2.296458761655263, 'gamma_20': -2.2897161990049333, 'gamma_21': 0.8784227690025248, 'gamma_22': 1.8665330583925717, 'gamma_23': 1.3300110620281342, 'gamma_24': 2.8854882979721754, 'gamma_25': 0.5550822837962985, 'gamma_26': 1.568071932516265, 'gamma_27': -2.9407770521442695, 'gamma_28': -1.279302289028522, 'gamma_29': -1.116088956402753, 'gamma_30': 2.091259328885415, 'gamma_31': -0.6611985848254367, 'gamma_32': 2.2243169433777825, 'gamma_33': 0.6432159161240222, 'beta_0': 2.8716006250060886, 'beta_1': -1.8332801199290873, 'beta_2': -0.162709443296705, 'beta_3': 2.182498470514175, 'beta_4': 2.0421670966632353, 'beta_5': 0.6621947042053776, 'beta_6': 2.112679564170067, 'beta_7': 0.01393987687718548, 'beta_8': 2.5486506168355163, 'beta_9': 0.6746376461464132, 'beta_10': 1.6953585174016441, 'beta_11': 0.36366323282976465, 'beta_12': -2.215354670712279, 'beta_13': 0.27969379784564086, 'beta_14': -1.1049576994483212, 'beta_15': 0.4077975225594026, 'beta_16': -0.8610285247757957, 'beta_17': -1.6811373589385021, 'beta_18': 1.3120423209751335, 'beta_19': 0.5202140238810726, 'beta_20': -0.0754605458156119, 'beta_21': -2.2664627527843826, 'beta_22': 0.8273171791412496, 'beta_23': 0.4419066753378981, 'beta_24': 0.9564760459786297, 'beta_25': 1.6639037842824709, 'beta_26': 0.8270935873700622, 'beta_27': -1.1957712710966133, 'beta_28': -1.404320835548001, 'beta_29': -1.9145490678647363, 'beta_30': -0.5681059900449525, 'beta_31': -0.9086345843453442, 'beta_32': 0.9260566726385808, 'beta_33': 1.1595181698379584}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:18:27,878] Trial 70 finished with value: -31.109874951565526 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 1.882507773945545, 'gamma_1': -1.239223393061898, 'gamma_2': -0.8614045585342102, 'gamma_3': 0.048199615428701964, 'gamma_4': -2.125139511536779, 'gamma_5': -0.14332166301157745, 'gamma_6': -0.492229265665004, 'gamma_7': -2.3394389263189885, 'gamma_8': -1.248124412566138, 'gamma_9': -0.5129322133745635, 'gamma_10': 0.4927441160488303, 'gamma_11': 1.074197830155629, 'gamma_12': -1.1649112466177869, 'gamma_13': 2.0220176159655407, 'gamma_14': -0.7903104733644118, 'gamma_15': -0.9721496014298371, 'gamma_16': 1.7698835848589751, 'gamma_17': -1.656144753948046, 'gamma_18': 0.10345247824105241, 'gamma_19': 1.9870776707120186, 'gamma_20': -1.2497795392405417, 'gamma_21': -0.6599471830488132, 'gamma_22': 2.627436362104403, 'gamma_23': -1.450609540787247, 'gamma_24': 0.518034130184815, 'gamma_25': 1.3182794624976282, 'gamma_26': 2.2061812666075173, 'gamma_27': 1.3234623496928113, 'gamma_28': -0.5468722831157347, 'gamma_29': -0.20588647747940236, 'gamma_30': 3.1306620590680847, 'gamma_31': -3.033480694214705, 'gamma_32': 1.8022927766597847, 'gamma_33': -0.7989579166674435, 'gamma_34': -2.838089332036433, 'gamma_35': -2.4601342348915765, 'gamma_36': 2.4255615173711242, 'gamma_37': 3.076369509821676, 'gamma_38': -0.8158825723696922, 'gamma_39': 1.1950741122793864, 'gamma_40': -0.09983211965642799, 'gamma_41': 1.5792642137812545, 'beta_0': 1.5603464984873003, 'beta_1': -2.975359463248772, 'beta_2': -1.474375200487309, 'beta_3': 1.0629618436676935, 'beta_4': -1.8910942812216103, 'beta_5': -0.21133108225515368, 'beta_6': -1.8747847530899442, 'beta_7': 1.6732372829714315, 'beta_8': 1.3333033588583907, 'beta_9': 1.2261236615004751, 'beta_10': 1.117791577143402, 'beta_11': 0.80622882907718, 'beta_12': 0.08912828495310987, 'beta_13': -0.521819021824323, 'beta_14': -0.7485848581768463, 'beta_15': 0.7646269500900152, 'beta_16': -2.8890557186267016, 'beta_17': -0.9299224973374369, 'beta_18': 0.5220328952281659, 'beta_19': 1.9835229985764133, 'beta_20': 2.8287858767207155, 'beta_21': -0.9894119435114773, 'beta_22': 2.6027202206558226, 'beta_23': -0.2874393487143905, 'beta_24': 1.7679909609048845, 'beta_25': -2.460692778887379, 'beta_26': -2.2848977647112356, 'beta_27': -2.0642805775827315, 'beta_28': -1.9924529902794486, 'beta_29': 2.206561290919085, 'beta_30': -0.2419659424732784, 'beta_31': -1.8091854911367156, 'beta_32': 2.4742303315591068, 'beta_33': 1.603955705967314, 'beta_34': -1.1779457157859605, 'beta_35': 2.773894603591703, 'beta_36': 0.6865567731955888, 'beta_37': 0.17642835747864216, 'beta_38': -1.295857478776634, 'beta_39': 0.5152642761662228, 'beta_40': -0.33782424141202155, 'beta_41': 2.577521986344101}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:19:08,955] Trial 71 finished with value: -31.90049990560469 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.4266296292100298, 'gamma_1': -1.6141494517580741, 'gamma_2': 1.2656235673269551, 'gamma_3': 0.3923609091931384, 'gamma_4': -3.0933705566414837, 'gamma_5': -0.9178950849274368, 'gamma_6': -0.23034183673724168, 'gamma_7': 0.6067506583404363, 'gamma_8': -1.646505138050974, 'gamma_9': 1.9673680778296418, 'gamma_10': 0.5280889589480833, 'gamma_11': 2.3691351722459366, 'gamma_12': -2.057155655053625, 'gamma_13': -1.3114865110091356, 'gamma_14': -0.09927726588595942, 'gamma_15': 0.6757830358868762, 'gamma_16': 2.538273697937844, 'gamma_17': 1.7582106932950035, 'gamma_18': 0.5999111675661806, 'gamma_19': 0.9396211357742151, 'gamma_20': -1.5397603137690716, 'gamma_21': 2.971795374809029, 'gamma_22': 0.8757038474403962, 'gamma_23': 0.6203077428279533, 'gamma_24': -2.850860185561883, 'gamma_25': -3.097209709824066, 'gamma_26': 2.144951711764137, 'gamma_27': 1.9664284903354246, 'gamma_28': -0.870995732918028, 'gamma_29': -0.6872340772679826, 'gamma_30': 1.3638798781659882, 'gamma_31': 1.6660438939229736, 'gamma_32': -2.351288618584011, 'gamma_33': -0.5204770780766368, 'gamma_34': -2.3275744843071897, 'gamma_35': -2.867076127983701, 'gamma_36': 1.7676199516215747, 'gamma_37': 2.9800187068559736, 'gamma_38': 1.0131249529943323, 'gamma_39': 2.5769952399872977, 'gamma_40': 1.5548674276861654, 'gamma_41': 2.6727231445501607, 'gamma_42': -0.39836957322173083, 'gamma_43': -0.6948439098113751, 'gamma_44': -1.6569634124569232, 'beta_0': 2.5764550406865285, 'beta_1': -2.7291435571217306, 'beta_2': 0.5944838896665026, 'beta_3': 2.6608924606444724, 'beta_4': 1.4345090909510079, 'beta_5': 0.36055076652047946, 'beta_6': 2.4998596371704966, 'beta_7': 1.3384462611929762, 'beta_8': 1.0880095717050786, 'beta_9': -1.0792068190017607, 'beta_10': 2.7003804449490882, 'beta_11': -0.2720798422313515, 'beta_12': -1.5797862371178557, 'beta_13': 0.31332815171183276, 'beta_14': -0.3845439626215817, 'beta_15': 0.9393238493616849, 'beta_16': -0.529213635673885, 'beta_17': -0.7328888400076635, 'beta_18': -0.5970256541803096, 'beta_19': -2.362346436061685, 'beta_20': -1.4922979669645395, 'beta_21': -1.2744313111695662, 'beta_22': 1.3264641203100016, 'beta_23': 1.4368293587836747, 'beta_24': -0.47414384622176303, 'beta_25': -1.5246620448097243, 'beta_26': -1.6493958738822165, 'beta_27': -3.1017772254200002, 'beta_28': -1.728475013695379, 'beta_29': -0.3884801890975971, 'beta_30': -2.619761838428915, 'beta_31': -1.5888902444037143, 'beta_32': 0.29136688410760925, 'beta_33': -1.6920689156739313, 'beta_34': -3.1207865037267104, 'beta_35': 0.41650565353618507, 'beta_36': -2.772381921468752, 'beta_37': 1.746573121334287, 'beta_38': -2.0005517599326836, 'beta_39': 2.882245233923212, 'beta_40': -0.5625251909420377, 'beta_41': 1.943395737785289, 'beta_42': 0.7537819250942124, 'beta_43': -1.6800151517640014, 'beta_44': 2.2617833746467872}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:19:58,078] Trial 72 finished with value: -32.48037489248906 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.3935044902436546, 'gamma_1': -1.3397920788890172, 'gamma_2': 0.13620015973913135, 'gamma_3': 0.30039685248104925, 'gamma_4': -2.7857616666365437, 'gamma_5': -0.38214092079852763, 'gamma_6': 0.4167881912128675, 'gamma_7': 0.5633236430927769, 'gamma_8': -1.420703590903997, 'gamma_9': 2.371613694973686, 'gamma_10': 0.2023768394326565, 'gamma_11': 2.5516623777938445, 'gamma_12': -1.4436232632212684, 'gamma_13': 0.7119143969737269, 'gamma_14': 0.6478937250848447, 'gamma_15': 0.8121586272451293, 'gamma_16': 2.815883413030023, 'gamma_17': 1.8744631050133485, 'gamma_18': 0.3824892523509745, 'gamma_19': 0.7865288401352816, 'gamma_20': -0.8317378806672147, 'gamma_21': 2.981908499264807, 'gamma_22': 0.314606945652669, 'gamma_23': 0.2709263307003196, 'gamma_24': -2.6678488372775755, 'gamma_25': 0.7586627469971607, 'gamma_26': 2.6012079322069264, 'gamma_27': 2.39393793332908, 'gamma_28': -0.7684967864976722, 'gamma_29': -0.863050960809469, 'gamma_30': 1.8093077521469643, 'gamma_31': 1.7722251207018336, 'gamma_32': -1.9192640658889524, 'gamma_33': -0.5554747490583336, 'gamma_34': -2.088929658495563, 'gamma_35': -2.8050451533694667, 'gamma_36': 1.888548103524373, 'gamma_37': 3.0791425908349845, 'gamma_38': 1.1957012110671041, 'gamma_39': 1.746230192483896, 'gamma_40': 1.3561767939120557, 'gamma_41': 2.5638375142667056, 'gamma_42': -1.4348429259797906, 'gamma_43': -1.1460891056551328, 'gamma_44': -0.7829420323715766, 'gamma_45': -0.6819090510950883, 'gamma_46': -0.16770027755320815, 'gamma_47': -1.7095209609446211, 'gamma_48': 1.8177339784820878, 'beta_0': 3.126696434977065, 'beta_1': -2.4951114982532934, 'beta_2': 0.5899584399303696, 'beta_3': 2.833242369916902, 'beta_4': 0.462752161348423, 'beta_5': 0.2331457433066683, 'beta_6': 2.536320975812668, 'beta_7': 1.4788520578838995, 'beta_8': 0.41210852342513676, 'beta_9': -1.1585694490441538, 'beta_10': 2.93018408353199, 'beta_11': 0.042652758097649957, 'beta_12': -1.2186806262725391, 'beta_13': 0.15649085962583614, 'beta_14': -0.5455170488091291, 'beta_15': 0.6591767777993971, 'beta_16': -0.8199319309330264, 'beta_17': -1.224386350850662, 'beta_18': -0.3181785969076214, 'beta_19': -2.9389937455634674, 'beta_20': -1.8322168315566458, 'beta_21': -1.484693378828589, 'beta_22': 1.633435647374059, 'beta_23': 1.384055357992464, 'beta_24': -0.8287000190110221, 'beta_25': -1.4405945259571584, 'beta_26': -2.3190869438256154, 'beta_27': -3.0981297846230134, 'beta_28': -1.0879899260170995, 'beta_29': -0.17405579088808604, 'beta_30': -2.233388920949158, 'beta_31': -1.4179062727238763, 'beta_32': 0.21144697445667304, 'beta_33': -1.292032667855019, 'beta_34': -3.1079036298053064, 'beta_35': 0.18559272118827863, 'beta_36': -2.8278113420729123, 'beta_37': 1.9954914188588757, 'beta_38': -1.9718764161951403, 'beta_39': 2.4159739858053846, 'beta_40': 0.14936758819114415, 'beta_41': 1.6696324823632678, 'beta_42': -0.02463844816725108, 'beta_43': -1.6549655701873394, 'beta_44': 2.2252736563403555, 'beta_45': 2.4662893996315898, 'beta_46': -1.0796661031086767, 'beta_47': 0.321769300305007, 'beta_48': -2.123669324350663}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:20:46,325] Trial 73 finished with value: -31.889250780150874 and parameters: {'optimizer': 'COBYLA', 'reps': 51, 'gamma_0': 2.016310496776148, 'gamma_1': -1.3821551767864948, 'gamma_2': 0.10002513203740251, 'gamma_3': 0.5352643879488739, 'gamma_4': -2.6990709678965237, 'gamma_5': -0.29634879021462446, 'gamma_6': 0.6829320844708914, 'gamma_7': 0.908448341460812, 'gamma_8': -1.4249166221668617, 'gamma_9': 2.4061342086447235, 'gamma_10': 0.1703335768968237, 'gamma_11': 1.941481746623554, 'gamma_12': -1.3143732190544537, 'gamma_13': 0.7099971790620196, 'gamma_14': 0.6383238299085925, 'gamma_15': 1.643542191409606, 'gamma_16': 1.9773811784651936, 'gamma_17': 2.3247222854203846, 'gamma_18': -0.574859318640146, 'gamma_19': 0.48769946250862906, 'gamma_20': -0.8503003387219755, 'gamma_21': 2.744970456565296, 'gamma_22': 0.22842004936612748, 'gamma_23': 0.08378636505991446, 'gamma_24': -2.461392591185862, 'gamma_25': 0.8830286554872476, 'gamma_26': 2.583595804128451, 'gamma_27': 2.44294661009064, 'gamma_28': -0.2378595688915791, 'gamma_29': -1.379017935175988, 'gamma_30': 1.7881812959217311, 'gamma_31': 2.5762137767774536, 'gamma_32': -1.9240031081071853, 'gamma_33': 0.14544683017819882, 'gamma_34': -2.009974871166002, 'gamma_35': -2.275578240919783, 'gamma_36': 1.4721247621900262, 'gamma_37': 2.6573842590195405, 'gamma_38': -3.1148566477514352, 'gamma_39': 1.596968542854782, 'gamma_40': 0.5137942472025243, 'gamma_41': 3.0961649628180723, 'gamma_42': -1.521942304640781, 'gamma_43': -1.6280035958210792, 'gamma_44': -1.839144168554779, 'gamma_45': -0.8237863822352842, 'gamma_46': -0.12204062810719815, 'gamma_47': -1.6408126161889147, 'gamma_48': 2.0276766717250774, 'gamma_49': 1.1227220135162843, 'gamma_50': -2.478379519851196, 'beta_0': 3.013009070780492, 'beta_1': -2.4647947155184156, 'beta_2': 0.8460836266865528, 'beta_3': 2.061163836468361, 'beta_4': 0.6448923929328149, 'beta_5': 1.3239579895049016, 'beta_6': 2.7588737550296036, 'beta_7': 2.365467081866584, 'beta_8': 0.02746949669560833, 'beta_9': -1.962270135854374, 'beta_10': 2.9259876396343643, 'beta_11': 0.006925076627987428, 'beta_12': -1.2637462351622484, 'beta_13': 2.8081773266657923, 'beta_14': -0.5493768022446252, 'beta_15': 0.6596442792347912, 'beta_16': -0.1210852484172083, 'beta_17': -1.2569855065175304, 'beta_18': -1.1710259032582968, 'beta_19': -2.933748485003059, 'beta_20': -1.743016730608344, 'beta_21': -1.5135628953127602, 'beta_22': 2.3103506394217197, 'beta_23': 0.7628291322151516, 'beta_24': -0.771315021483604, 'beta_25': -1.8977992066834277, 'beta_26': -2.4352315325044294, 'beta_27': -2.877690793523064, 'beta_28': -1.029003765359582, 'beta_29': -0.054575544592649544, 'beta_30': -1.509515429774439, 'beta_31': -1.2022593666432595, 'beta_32': 0.27310555100067285, 'beta_33': -2.0933068432627118, 'beta_34': -2.813640794290603, 'beta_35': -0.36338303760621743, 'beta_36': -3.098608740086504, 'beta_37': 1.209234169037758, 'beta_38': -2.176169336139528, 'beta_39': 1.5965880107191106, 'beta_40': 0.16280676403893124, 'beta_41': 1.6216648333935366, 'beta_42': -2.4785503576402625, 'beta_43': -0.5104606372006943, 'beta_44': 1.4025390830637463, 'beta_45': 2.486368591513298, 'beta_46': -0.9107602273151643, 'beta_47': 0.9341237307618304, 'beta_48': -2.1025138880137093, 'beta_49': -0.10175701840897898, 'beta_50': -0.04000753628390889}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:21:37,412] Trial 74 finished with value: -31.259874939591747 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.6724355147821381, 'gamma_1': -0.7867536351943399, 'gamma_2': -0.14860626868629456, 'gamma_3': -0.30724492426165284, 'gamma_4': -2.4258799361673957, 'gamma_5': -0.01814388357927943, 'gamma_6': 1.180628456187014, 'gamma_7': 0.07078106239694874, 'gamma_8': -0.25150666504982366, 'gamma_9': 0.35584911606600955, 'gamma_10': -0.8448938147558429, 'gamma_11': 2.6955747374688146, 'gamma_12': -0.5788177542895954, 'gamma_13': 1.0490447705391677, 'gamma_14': -0.5211813962633266, 'gamma_15': 1.056062963687513, 'gamma_16': 2.9030470166109525, 'gamma_17': 1.150780709515062, 'gamma_18': -0.2669851754921195, 'gamma_19': -0.02052645368659195, 'gamma_20': -1.789496041223104, 'gamma_21': 1.4359763072676175, 'gamma_22': -0.33847299909994455, 'gamma_23': 0.36736144112561053, 'gamma_24': -2.2559899405661534, 'gamma_25': 0.5100452450644151, 'gamma_26': 2.976772620633027, 'gamma_27': 2.1680912646473627, 'gamma_28': -1.886157405782567, 'gamma_29': -2.868909837351176, 'gamma_30': 2.2762243795468025, 'gamma_31': 1.9942397445222144, 'gamma_32': -0.9193428746204397, 'gamma_33': -1.060959299317038, 'gamma_34': -1.4840246783094568, 'gamma_35': -1.065293854565477, 'gamma_36': 0.9684416394472362, 'gamma_37': 2.898782361956995, 'gamma_38': 0.6870615068531573, 'gamma_39': 1.8608369450809463, 'gamma_40': 1.044083577293149, 'gamma_41': 1.8733979491151438, 'gamma_42': -2.5887027267710008, 'gamma_43': -2.6463413058201595, 'gamma_44': -0.30946565977151186, 'gamma_45': -2.069135895881174, 'gamma_46': -2.168521658775029, 'gamma_47': -1.9877549591549066, 'gamma_48': 1.705791738303559, 'beta_0': 2.744017032879565, 'beta_1': -2.163957168031641, 'beta_2': -0.4620379693985691, 'beta_3': 2.4359638654743336, 'beta_4': 0.26339491828419914, 'beta_5': 0.1378420390972792, 'beta_6': 3.0933049050633867, 'beta_7': 0.8780349682745172, 'beta_8': 0.3313881198670914, 'beta_9': -0.22169449157277712, 'beta_10': 2.3888777307789155, 'beta_11': 0.27953582555077394, 'beta_12': -2.0130489575825514, 'beta_13': -2.0914481148238093, 'beta_14': -0.9067562456859399, 'beta_15': 1.2203501214308663, 'beta_16': 0.1813076871124395, 'beta_17': -1.5140103033903267, 'beta_18': -0.21105383272251854, 'beta_19': -2.6294622184325784, 'beta_20': -2.710772499901617, 'beta_21': -1.78852941713032, 'beta_22': 1.7256150752645978, 'beta_23': 1.7848831845053104, 'beta_24': -1.5676849237422155, 'beta_25': -2.1686686649233806, 'beta_26': -3.015819755922613, 'beta_27': -2.4570856904496625, 'beta_28': -0.5641911043671801, 'beta_29': -0.9322652922576511, 'beta_30': -2.1040540372581704, 'beta_31': -0.4665235419696353, 'beta_32': 0.02280042404522739, 'beta_33': -1.8425372916872091, 'beta_34': -2.3019361789034005, 'beta_35': 0.7056045709493002, 'beta_36': -2.301443847059969, 'beta_37': 2.255357345536921, 'beta_38': -2.774819658890184, 'beta_39': 2.2981021834418796, 'beta_40': -1.512325673436296, 'beta_41': 0.7314168751123218, 'beta_42': 1.1962052237672494, 'beta_43': -1.3002275171051139, 'beta_44': 2.529333479209366, 'beta_45': 1.206148168962334, 'beta_46': -1.9280087206315928, 'beta_47': 1.122481910711433, 'beta_48': -1.6686570744418154}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:22:24,333] Trial 75 finished with value: -32.72362522218829 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 1.278877987634967, 'gamma_1': -0.31528200127461115, 'gamma_2': -0.7007919365851882, 'gamma_3': 1.1865186893022877, 'gamma_4': -2.22861382376474, 'gamma_5': -0.5695406836239733, 'gamma_6': 0.2326521074397082, 'gamma_7': -0.9009829498638982, 'gamma_8': -0.6668850294687442, 'gamma_9': -1.6000216381170977, 'gamma_10': -0.365688689608366, 'gamma_11': 3.130951565333221, 'gamma_12': -0.962874014095511, 'gamma_13': 0.5822042622149372, 'gamma_14': 0.7573973139875182, 'gamma_15': 1.1957826560430305, 'gamma_16': 2.4309613815165556, 'gamma_17': 1.8714537855855515, 'gamma_18': -0.45705887820770774, 'gamma_19': 1.0700399548717023, 'gamma_20': -0.7241588255582303, 'gamma_21': -1.3808497626907859, 'gamma_22': 2.257182481840104, 'gamma_23': -0.08755715301517518, 'gamma_24': -2.623718893276814, 'gamma_25': 0.11262668352593963, 'gamma_26': 2.6677101405230674, 'gamma_27': 1.6268935858300795, 'gamma_28': -1.2987816069560947, 'gamma_29': -0.4923579563004888, 'gamma_30': 2.7548924973511717, 'gamma_31': 2.335738637981707, 'gamma_32': -1.6691041633297004, 'gamma_33': -0.23642818713578875, 'gamma_34': -1.8982162508644675, 'gamma_35': -0.4099173809090457, 'gamma_36': 2.8458146534149917, 'gamma_37': 1.7696502645452898, 'gamma_38': 1.7690649685267483, 'gamma_39': 0.12104944018923947, 'gamma_40': 1.8544003660297088, 'gamma_41': 0.5088809442324711, 'gamma_42': -1.75308548439275, 'gamma_43': -1.1333797568353288, 'gamma_44': 0.7868914408418817, 'gamma_45': -0.5143235977350797, 'gamma_46': -0.023615752326513695, 'beta_0': 2.3572166731442534, 'beta_1': -3.137133722895786, 'beta_2': 0.4825286774694918, 'beta_3': 1.1951806883963978, 'beta_4': -0.46458442074998796, 'beta_5': -0.12025237105928072, 'beta_6': 2.2771147950243464, 'beta_7': 1.1392513615110753, 'beta_8': 0.6304955504661033, 'beta_9': -1.5175309069700884, 'beta_10': 3.1384578205376683, 'beta_11': -2.9183956349979865, 'beta_12': -2.6680435415535357, 'beta_13': 0.7313412165637754, 'beta_14': -0.06342861120996002, 'beta_15': -0.17778838945538616, 'beta_16': -2.871457181437767, 'beta_17': -0.38100668888159217, 'beta_18': 0.18833398289497605, 'beta_19': -2.1538127828610936, 'beta_20': -1.937952327054755, 'beta_21': -0.7066176056687123, 'beta_22': 2.0918344762799337, 'beta_23': 1.0739688184576794, 'beta_24': -2.1272064258739127, 'beta_25': -1.0822975105597477, 'beta_26': -1.9176357070525105, 'beta_27': -2.7109276737875088, 'beta_28': -1.3289197823420045, 'beta_29': 0.6867989780041306, 'beta_30': -2.8050879129554316, 'beta_31': -1.886064562156337, 'beta_32': -0.43594284592007004, 'beta_33': -2.478518842633406, 'beta_34': -2.8223580770988512, 'beta_35': -0.9011159545539045, 'beta_36': -2.832610260883602, 'beta_37': 1.4203025120663664, 'beta_38': -0.925746704799726, 'beta_39': 3.1310508927205722, 'beta_40': 1.1633665385532885, 'beta_41': 2.6370145247600036, 'beta_42': -0.4206553432422071, 'beta_43': -2.417708117399812, 'beta_44': 3.114153210812608, 'beta_45': 2.4557181514122606, 'beta_46': 0.5238586663716345}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:23:14,491] Trial 76 finished with value: -32.11875129357318 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': 2.4157137968321685, 'gamma_1': -0.40297193528530656, 'gamma_2': -1.1755848639244797, 'gamma_3': 1.1941162021463272, 'gamma_4': -1.852917079531562, 'gamma_5': -1.2574298090710827, 'gamma_6': -0.0468633959607716, 'gamma_7': -0.8722041880186149, 'gamma_8': -1.0149026544911022, 'gamma_9': -1.4130084510981502, 'gamma_10': -0.46290348482209465, 'gamma_11': 2.943634049490687, 'gamma_12': -0.8598633309919071, 'gamma_13': -0.49646131176803965, 'gamma_14': 1.3396661370339111, 'gamma_15': 1.3613344359252295, 'gamma_16': 1.0048667064882204, 'gamma_17': 1.9981215382081396, 'gamma_18': -0.46575100861179436, 'gamma_19': 1.3474392127136565, 'gamma_20': -1.1595618489391364, 'gamma_21': -1.556391045932672, 'gamma_22': 2.2747102996947284, 'gamma_23': -0.14651718812040243, 'gamma_24': -1.5574849597491558, 'gamma_25': -0.0786784947134751, 'gamma_26': 2.7865491259848323, 'gamma_27': 1.7064364660631401, 'gamma_28': -1.3877756385003537, 'gamma_29': 0.09212929132332853, 'gamma_30': 2.82040222976964, 'gamma_31': 2.7256361856054583, 'gamma_32': -1.5978724224104546, 'gamma_33': 0.5269684508608524, 'gamma_34': -3.1365767215198455, 'gamma_35': 0.043796639941520776, 'gamma_36': 2.8834873080062184, 'gamma_37': 1.7302398280676803, 'gamma_38': 1.7963143758067397, 'gamma_39': -0.6519987629482108, 'gamma_40': -1.3604511417825573, 'gamma_41': 0.39493117524515364, 'gamma_42': -1.8381243353213828, 'beta_0': 2.13785782144981, 'beta_1': -3.132501495998896, 'beta_2': 0.1242809438992648, 'beta_3': 1.1986197084343868, 'beta_4': -0.5407867405922536, 'beta_5': -0.5608627886800481, 'beta_6': 1.5648129015552001, 'beta_7': 1.059876443269134, 'beta_8': 0.70455180115424, 'beta_9': -1.5130847952370434, 'beta_10': 2.5624157077879963, 'beta_11': -3.132499704151181, 'beta_12': -2.676393550104348, 'beta_13': 0.6566805129424023, 'beta_14': -0.08786233114624487, 'beta_15': -0.6355502707598831, 'beta_16': -2.925610129017049, 'beta_17': -0.05801447383847802, 'beta_18': 1.0758927527317195, 'beta_19': -2.0462573194926503, 'beta_20': -2.0068428602214894, 'beta_21': -0.6579310047821314, 'beta_22': 2.0202828971352433, 'beta_23': 1.069054485727367, 'beta_24': -2.216324663560759, 'beta_25': -2.671139297390873, 'beta_26': -2.632667383753155, 'beta_27': -2.6557017922232813, 'beta_28': -2.453616072904458, 'beta_29': 1.7244715231450733, 'beta_30': -3.044494055301569, 'beta_31': -2.7421207456624175, 'beta_32': -1.0077501513268772, 'beta_33': -2.5250291785530248, 'beta_34': -2.557159843873563, 'beta_35': -0.8831269207704276, 'beta_36': -2.405551604194322, 'beta_37': 0.8835448422410699, 'beta_38': -0.36725476422943626, 'beta_39': 3.116846962164128, 'beta_40': 1.0144240405291476, 'beta_41': 2.6176115038055414, 'beta_42': -1.2858611878875903}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:24:07,421] Trial 77 finished with value: -32.21012468811095 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 1.1136748886833558, 'gamma_1': -0.2826348317573504, 'gamma_2': -2.535666127658419, 'gamma_3': 1.015254323571858, 'gamma_4': -2.3052254176658096, 'gamma_5': 2.3425761126333917, 'gamma_6': -1.0071028134733748, 'gamma_7': -1.4189590696845635, 'gamma_8': -0.09013835199907483, 'gamma_9': -1.6638480329609244, 'gamma_10': -0.17853456234221032, 'gamma_11': 3.0749660482052095, 'gamma_12': -0.24166166317069282, 'gamma_13': 0.2447997267499823, 'gamma_14': 0.17612725847801058, 'gamma_15': 2.136695599766255, 'gamma_16': 0.6981511475255241, 'gamma_17': 2.8419298701411644, 'gamma_18': -1.2491053692056586, 'gamma_19': 1.6344639735524795, 'gamma_20': -2.5433677058933153, 'gamma_21': -1.2472462360503673, 'gamma_22': 3.1333124016145892, 'gamma_23': -0.5459641885368673, 'gamma_24': -1.0514257470397774, 'gamma_25': 0.12085895834206639, 'gamma_26': -0.5284269071811003, 'gamma_27': -2.038263047871604, 'gamma_28': -0.03922767809400041, 'gamma_29': -0.5262315773428817, 'gamma_30': 2.5174750151860836, 'gamma_31': 2.2965919929314325, 'gamma_32': 2.81699171072775, 'gamma_33': 1.1534946354243534, 'gamma_34': -1.9161050640442843, 'gamma_35': 0.025933953546722233, 'gamma_36': 3.1124445888871164, 'gamma_37': 1.4314732942999173, 'gamma_38': 2.638911155491498, 'gamma_39': 0.285978897250194, 'gamma_40': 2.668776696643773, 'gamma_41': -0.6677799097733073, 'gamma_42': -0.8900263871612113, 'gamma_43': -0.1115887216751601, 'gamma_44': 0.8963303531236617, 'gamma_45': 0.8267195853725348, 'beta_0': 1.9471127853798111, 'beta_1': -2.711907339993854, 'beta_2': -0.25843731039163415, 'beta_3': 1.553465873562716, 'beta_4': -1.2263645695472294, 'beta_5': -0.12071747761539238, 'beta_6': 1.9321334572044113, 'beta_7': 0.3933821108897686, 'beta_8': -0.2719694920110044, 'beta_9': 0.011964420882511817, 'beta_10': 3.124959446570188, 'beta_11': -2.43848063669539, 'beta_12': -2.820627155103377, 'beta_13': 0.9541793558981855, 'beta_14': 0.39065737157679137, 'beta_15': -0.12234911898579887, 'beta_16': -2.3697547663907437, 'beta_17': -0.3176721638529054, 'beta_18': 0.3009908831182764, 'beta_19': -1.8073342367139913, 'beta_20': 3.1404453611401917, 'beta_21': -0.42531722862825294, 'beta_22': 1.1092146485304102, 'beta_23': 2.136479809522783, 'beta_24': -2.7966709668054675, 'beta_25': -0.9999614541659443, 'beta_26': -1.9894414889696195, 'beta_27': -2.914543985202523, 'beta_28': -0.337740834222788, 'beta_29': 0.5947721985775392, 'beta_30': -2.890244953546829, 'beta_31': -2.0233782143121024, 'beta_32': -0.29000347046664454, 'beta_33': 2.049056459171483, 'beta_34': -2.122797503254122, 'beta_35': -1.9365955268856765, 'beta_36': -3.132627100565956, 'beta_37': 1.403975588393368, 'beta_38': -0.9586996165499415, 'beta_39': 2.7724631014110397, 'beta_40': 1.6128875721768205, 'beta_41': -0.3048088764445773, 'beta_42': -1.9604854820378261, 'beta_43': -2.5660917310536715, 'beta_44': 0.8626147913438945, 'beta_45': 0.2181678343720832}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:24:55,452] Trial 78 finished with value: -32.14787490170367 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 0.8043532087827836, 'gamma_1': -0.6305663770237302, 'gamma_2': -0.5789010815965379, 'gamma_3': 2.230105934249001, 'gamma_4': -2.084723706600602, 'gamma_5': -0.593538772958587, 'gamma_6': 0.3337518752686728, 'gamma_7': -0.6018300621209081, 'gamma_8': -0.41017070398837385, 'gamma_9': -0.8875086902161151, 'gamma_10': -0.620302357296632, 'gamma_11': 3.1379686693287496, 'gamma_12': -1.2082739428908795, 'gamma_13': 0.5049985754822237, 'gamma_14': 1.7151434780610797, 'gamma_15': -0.08514846826098998, 'gamma_16': 2.198236304821292, 'gamma_17': 0.10504590754550569, 'gamma_18': -0.8415459342184716, 'gamma_19': 1.174235135806444, 'gamma_20': -1.9753162049243784, 'gamma_21': -1.6658382060048575, 'gamma_22': 2.922531940239711, 'gamma_23': -0.7811111207463479, 'gamma_24': -1.9946342345469072, 'gamma_25': -2.274174560802084, 'gamma_26': 2.983857975490107, 'gamma_27': -0.6093932745485084, 'gamma_28': -1.8356982940753268, 'gamma_29': -2.3675688920762434, 'gamma_30': 3.1252434358239904, 'gamma_31': -0.8459642084403138, 'gamma_32': 0.8128349881534362, 'gamma_33': -0.18135599725741225, 'gamma_34': -2.7190222114387628, 'gamma_35': 1.8295667519210932, 'gamma_36': -0.7906873894471056, 'beta_0': 2.383199917839616, 'beta_1': -2.940650010252354, 'beta_2': 0.0046070822047543925, 'beta_3': 0.7752037641486949, 'beta_4': -0.04826803335450569, 'beta_5': -0.38222977461130625, 'beta_6': 2.2565706267072465, 'beta_7': 0.7982152048665205, 'beta_8': -0.5347405961086383, 'beta_9': -2.2948384307785097, 'beta_10': -0.08832664666917012, 'beta_11': -2.9914313412380196, 'beta_12': -3.0000939847254235, 'beta_13': 2.0225687378628536, 'beta_14': 0.625516541514058, 'beta_15': -1.472336120180809, 'beta_16': -2.820278276182251, 'beta_17': -0.49526068146387925, 'beta_18': 0.7161967988841138, 'beta_19': 0.02505946254997715, 'beta_20': -1.171378119316727, 'beta_21': -1.1091399844342718, 'beta_22': 2.3193874351845105, 'beta_23': 0.45594913775145307, 'beta_24': 2.116919364924518, 'beta_25': -2.393621336638913, 'beta_26': -2.096345249165051, 'beta_27': -1.8817322101050555, 'beta_28': -2.822108022480873, 'beta_29': 0.9943100149062829, 'beta_30': 3.1335430393546613, 'beta_31': 3.085617062826543, 'beta_32': -1.6242050663841634, 'beta_33': 2.478027861140281, 'beta_34': -2.854817643244273, 'beta_35': -1.542194957474928, 'beta_36': -2.0132317784313365}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:25:39,263] Trial 79 finished with value: -32.714376535913935 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 0.5523531708859198, 'gamma_1': 0.37749685946839207, 'gamma_2': -0.7599573839094509, 'gamma_3': 0.7526638928126633, 'gamma_4': -2.5651301630823355, 'gamma_5': -2.2034302232559533, 'gamma_6': -0.4626452012018867, 'gamma_7': -0.46134271866473175, 'gamma_8': -0.7019268362264559, 'gamma_9': 0.7230080224604853, 'gamma_10': 1.0442005871549238, 'gamma_11': 2.196436063316092, 'gamma_12': -0.6110511719896821, 'gamma_13': 1.3621081636544943, 'gamma_14': 0.3601191636265181, 'gamma_15': -0.42498945822452516, 'gamma_16': 2.426252064477324, 'gamma_17': 2.344300496902451, 'gamma_18': -0.07524312535790767, 'gamma_19': -0.6122763758495158, 'gamma_20': -0.2555497031673906, 'gamma_21': -2.388694026949752, 'gamma_22': 1.4040746279403595, 'gamma_23': -1.2026890173493092, 'gamma_24': -3.102844680027788, 'gamma_25': 1.0971029834244777, 'gamma_26': 1.800682252443865, 'gamma_27': 1.2453256632874814, 'gamma_28': 0.20917080567930768, 'gamma_29': -1.7931615111088104, 'gamma_30': 2.7929372066896723, 'gamma_31': -2.9404151912838143, 'gamma_32': 2.3765835649444664, 'gamma_33': 0.8337278179621365, 'gamma_34': -1.4506322524626372, 'gamma_35': -0.3471240841742678, 'gamma_36': 2.392481088256153, 'gamma_37': 1.840182296202041, 'gamma_38': 0.22499378341859014, 'gamma_39': 0.46376573278527666, 'gamma_40': -2.498000492828784, 'beta_0': 1.7511739077085964, 'beta_1': -3.1342836931853846, 'beta_2': 0.4910980276802042, 'beta_3': 1.7916934938880797, 'beta_4': -0.3478838680478932, 'beta_5': -0.918599577283427, 'beta_6': 2.0812013708279884, 'beta_7': -0.1000280414183881, 'beta_8': 0.11643057785359368, 'beta_9': 0.13535127110358536, 'beta_10': 2.050068122893249, 'beta_11': -2.033625948386153, 'beta_12': -2.4983982982333957, 'beta_13': 1.6036049177649887, 'beta_14': 1.0441874688845143, 'beta_15': 0.3518494496001931, 'beta_16': -1.3723149930116527, 'beta_17': -1.9454492645130714, 'beta_18': 2.0895334383281634, 'beta_19': 1.6937226378541537, 'beta_20': 2.2801595023934373, 'beta_21': -0.7909522017325626, 'beta_22': 2.065114307520802, 'beta_23': 1.0497074757720095, 'beta_24': -2.4943797710922704, 'beta_25': -1.8171418726613378, 'beta_26': -2.9520436454166727, 'beta_27': -2.231504350071189, 'beta_28': -1.4141581371559755, 'beta_29': 0.5286083357628775, 'beta_30': 1.0139669051394373, 'beta_31': -1.8627757790475028, 'beta_32': 2.8483205794914617, 'beta_33': 2.93878251191147, 'beta_34': -1.9027164189979913, 'beta_35': -2.7734756612003477, 'beta_36': -1.0551879541764633, 'beta_37': 1.408274831757185, 'beta_38': -1.5353002790768748, 'beta_39': 1.9816404263150758, 'beta_40': 0.8917430430780517}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:26:29,450] Trial 80 finished with value: -32.06487469733173 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 0.5305328024812468, 'gamma_1': 0.2386053300733164, 'gamma_2': -1.344409372739258, 'gamma_3': 1.7477876930754221, 'gamma_4': 0.7425013216867569, 'gamma_5': -2.500191339309789, 'gamma_6': 0.676654088961571, 'gamma_7': -1.7108052778099587, 'gamma_8': -0.7117174899577522, 'gamma_9': 0.5691914061797194, 'gamma_10': 1.4701433469457297, 'gamma_11': 2.201248316897677, 'gamma_12': -0.9998586579938731, 'gamma_13': 1.485862183533649, 'gamma_14': 0.3681504903162414, 'gamma_15': -1.7124609178233057, 'gamma_16': 2.4607677112382302, 'gamma_17': 2.462688398077139, 'gamma_18': -0.037248932661646444, 'gamma_19': -3.060668954054212, 'gamma_20': 0.007494611919949157, 'gamma_21': -3.0757671996165383, 'gamma_22': 2.4445726646027617, 'gamma_23': -2.5084910954131887, 'gamma_24': -3.014277538845586, 'gamma_25': 1.499829343651271, 'gamma_26': 1.0836573296451917, 'gamma_27': 0.8122537773559086, 'gamma_28': 0.29380829675585884, 'gamma_29': -1.6797224207720918, 'gamma_30': 2.9314212941616797, 'gamma_31': -2.9872289158655096, 'gamma_32': 2.3938043490012677, 'gamma_33': 0.9296181678951921, 'gamma_34': -1.3243747847981666, 'gamma_35': -1.105291652655474, 'gamma_36': 2.308426444592445, 'gamma_37': 1.75846137464277, 'gamma_38': 0.7762715883077265, 'gamma_39': 0.5278168084392689, 'gamma_40': -2.5150092242749915, 'beta_0': 1.7024929293923885, 'beta_1': -2.7341808826788747, 'beta_2': 0.44064179581128765, 'beta_3': 0.2801322330400853, 'beta_4': -0.3471409185982517, 'beta_5': -0.8601862391030555, 'beta_6': -0.6392703823126569, 'beta_7': 0.01790942432065966, 'beta_8': 0.044662465619619285, 'beta_9': 0.15323474383178648, 'beta_10': 2.027140301176796, 'beta_11': -2.016393121072826, 'beta_12': -2.390694808948269, 'beta_13': 1.6193110003527886, 'beta_14': 1.1151320840482106, 'beta_15': 0.32426682026946707, 'beta_16': -1.3981113581031879, 'beta_17': -1.9350074500824435, 'beta_18': 2.1542981401709596, 'beta_19': 1.737926958171884, 'beta_20': 2.308569165488496, 'beta_21': -0.24641223227970332, 'beta_22': 1.5294059741858868, 'beta_23': 1.1985819096715604, 'beta_24': -2.4431456045716637, 'beta_25': -1.7012976318343405, 'beta_26': -2.9753728524876415, 'beta_27': -2.237041473573853, 'beta_28': -1.3588131336221339, 'beta_29': 0.14484120678922507, 'beta_30': 1.3495352072434956, 'beta_31': -1.8764653447125812, 'beta_32': 2.896758548466523, 'beta_33': 3.1307390494745055, 'beta_34': -1.4018575107277875, 'beta_35': -3.130293055535564, 'beta_36': -0.5710156140123032, 'beta_37': 1.7144523120249593, 'beta_38': -1.592923193571771, 'beta_39': 0.08243578167819389, 'beta_40': 3.0583250745338093}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:27:11,715] Trial 81 finished with value: -32.03999843944738 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 1.0588256682244666, 'gamma_1': 1.7707408089397465, 'gamma_2': -0.738673176432099, 'gamma_3': 0.7577487523410549, 'gamma_4': -2.2721206042803677, 'gamma_5': -2.1824188003918374, 'gamma_6': -0.3625471832400534, 'gamma_7': -0.47457980516108544, 'gamma_8': 0.3564373024946039, 'gamma_9': 0.9519775085691182, 'gamma_10': 1.095533345457428, 'gamma_11': 2.7783381236150495, 'gamma_12': -0.5551756717933777, 'gamma_13': 0.867229913709792, 'gamma_14': 0.9583222102542952, 'gamma_15': -0.5122339872825615, 'gamma_16': 1.9121900578742155, 'gamma_17': 2.317164407134431, 'gamma_18': -0.4528632610669805, 'gamma_19': -0.45612648412616746, 'gamma_20': -0.626528176549001, 'gamma_21': -3.030781401091602, 'gamma_22': 1.3819305940825546, 'gamma_23': -1.8603991828186508, 'gamma_24': -2.6228671726900448, 'gamma_25': 1.136183074267181, 'gamma_26': 1.6246262361602053, 'gamma_27': 1.5794234060470418, 'gamma_28': 0.6412232208860582, 'gamma_29': -1.366869508018722, 'gamma_30': 2.412280935511608, 'gamma_31': -2.9574138148640543, 'gamma_32': -1.1216393916870482, 'gamma_33': 1.923036596010939, 'gamma_34': -0.7843512375563297, 'gamma_35': -0.40079353330068324, 'gamma_36': 2.8196868419685206, 'gamma_37': 1.1190177403649684, 'beta_0': 2.177593408741937, 'beta_1': -2.9929622160005005, 'beta_2': 1.0307995003389818, 'beta_3': 1.8178710802994045, 'beta_4': -0.8852859321022949, 'beta_5': -0.6755608820747914, 'beta_6': 2.0477562091621184, 'beta_7': 0.6205831499931986, 'beta_8': 0.5913877130235541, 'beta_9': 0.3677178534155152, 'beta_10': 2.756484868612759, 'beta_11': -1.8507646513555338, 'beta_12': -2.4931326063808115, 'beta_13': 1.8082218278142679, 'beta_14': 0.8375346836789669, 'beta_15': 0.026094310967471196, 'beta_16': -2.5565049254985355, 'beta_17': -1.4564579944444354, 'beta_18': 1.7073645709053278, 'beta_19': 1.4107021066826142, 'beta_20': 2.9350135411640794, 'beta_21': -0.7886122770898736, 'beta_22': 2.0798580767363473, 'beta_23': 0.9819882641654847, 'beta_24': -2.017700424867785, 'beta_25': -1.2717366937630676, 'beta_26': -2.612828858678103, 'beta_27': -2.579872712888192, 'beta_28': -0.7459549739318421, 'beta_29': 0.5461913628037497, 'beta_30': 0.6962694926473092, 'beta_31': -1.6986285071170588, 'beta_32': 2.8298965562790546, 'beta_33': 2.910959884701077, 'beta_34': -1.8657116632326949, 'beta_35': -2.9362618894126706, 'beta_36': -1.4621784828226765, 'beta_37': 1.2231189873502084}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:27:55,029] Trial 82 finished with value: -31.725749647032604 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.2751308718162055, 'gamma_1': -0.08571083343914876, 'gamma_2': -0.42112385724173396, 'gamma_3': 0.7090057147766232, 'gamma_4': -2.506292342882409, 'gamma_5': -2.8673364806501884, 'gamma_6': -0.6511438085345256, 'gamma_7': -0.8538885156432687, 'gamma_8': -0.4501179893885951, 'gamma_9': 0.04265915065739723, 'gamma_10': 0.7152747713661949, 'gamma_11': -2.3099285485880046, 'gamma_12': -0.3734004422019225, 'gamma_13': 1.2721360102509132, 'gamma_14': -0.23970301689646512, 'gamma_15': -0.8150237420359822, 'gamma_16': 1.293687050328668, 'gamma_17': 1.5460922103710093, 'gamma_18': -0.2737297687411182, 'gamma_19': -1.3069771354309188, 'gamma_20': -0.25538124012534513, 'gamma_21': -2.655372203954002, 'gamma_22': 2.0531999214389622, 'gamma_23': -1.1288931477994915, 'gamma_24': 2.965201633554532, 'gamma_25': 0.48408201222550146, 'gamma_26': 2.3626797112445006, 'gamma_27': 1.226357575251106, 'gamma_28': 0.08496347554073524, 'gamma_29': -2.200779618227741, 'gamma_30': 2.6278539733194783, 'gamma_31': -3.138942228257685, 'gamma_32': 2.0250122856330828, 'gamma_33': 0.44470485146361804, 'gamma_34': -1.7130281593396566, 'gamma_35': -0.39805015366174, 'gamma_36': 2.5179572222682154, 'gamma_37': 1.9414540548751609, 'gamma_38': 0.388199387238334, 'gamma_39': -0.08917537857660696, 'beta_0': 1.8787214828463126, 'beta_1': -3.1366638318932614, 'beta_2': 0.24915360411062115, 'beta_3': 1.3837393611778914, 'beta_4': -1.0710820191582202, 'beta_5': -1.2973737009498725, 'beta_6': 1.7165983081945355, 'beta_7': 0.2612257008578007, 'beta_8': -0.14823062149803046, 'beta_9': -0.510790079816285, 'beta_10': 2.1912304086045644, 'beta_11': -1.522162753747151, 'beta_12': -1.913360899357881, 'beta_13': 2.363420112735321, 'beta_14': 0.006426868531888064, 'beta_15': -0.2836231877444595, 'beta_16': -2.0695904051688787, 'beta_17': -2.338520333534265, 'beta_18': 1.486006823542059, 'beta_19': 2.3083786503597246, 'beta_20': 2.5490487972710536, 'beta_21': -0.6940366833287589, 'beta_22': 2.442271240212185, 'beta_23': 0.6956887035078565, 'beta_24': -2.644340730482738, 'beta_25': -2.080572639982598, 'beta_26': -2.8285451506142265, 'beta_27': -2.6939398130781993, 'beta_28': -1.5601953913876667, 'beta_29': 1.4499561837492552, 'beta_30': 1.0419215492915321, 'beta_31': -2.224267574034, 'beta_32': 2.4775034292923808, 'beta_33': 2.2793381765073963, 'beta_34': -2.4164687417131736, 'beta_35': 3.122872295632493, 'beta_36': -2.8912542893179363, 'beta_37': 1.4822062838547811, 'beta_38': -1.0421217671306902, 'beta_39': 2.0058091814586563}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:28:47,772] Trial 83 finished with value: -31.853374914644043 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 0.7123833999599225, 'gamma_1': -1.0606664342669583, 'gamma_2': -2.8987864161026495, 'gamma_3': 1.4874399212785658, 'gamma_4': -2.6393530314633638, 'gamma_5': -3.13402270005872, 'gamma_6': -0.85362667134398, 'gamma_7': -1.1689293802339937, 'gamma_8': -1.0662410733556154, 'gamma_9': -1.1972287171899323, 'gamma_10': 0.9051597204910298, 'gamma_11': 2.52656667041383, 'gamma_12': -0.7010414842990422, 'gamma_13': 1.6766611078578535, 'gamma_14': 0.06923679672997313, 'gamma_15': -0.2995115753162436, 'gamma_16': 2.3700329717903794, 'gamma_17': 2.10937217113053, 'gamma_18': -0.7323498262584169, 'gamma_19': -0.6817477364223888, 'gamma_20': -1.0875684052903087, 'gamma_21': -2.1356333221181325, 'gamma_22': 1.7467263178760903, 'gamma_23': -0.03280341561993286, 'gamma_24': -1.5990060470111245, 'gamma_25': 1.7570925100227477, 'gamma_26': 1.8682298965984878, 'gamma_27': 1.6166937110959005, 'gamma_28': -0.5049215715244558, 'gamma_29': -1.863315502935204, 'gamma_30': 2.7851680747037544, 'gamma_31': -2.2843823719229874, 'gamma_32': 2.657902692101761, 'gamma_33': -1.4294117693324915, 'gamma_34': -1.3665313436306827, 'gamma_35': 0.4196687358239671, 'gamma_36': 2.0614773273814, 'gamma_37': 2.2165306203339714, 'gamma_38': 0.23335445714583353, 'gamma_39': 0.1462231812273801, 'gamma_40': -2.523408505734562, 'gamma_41': 0.9807794305216693, 'gamma_42': 0.3367241714167388, 'gamma_43': -1.7415525757357604, 'gamma_44': 2.0876190422182876, 'gamma_45': -0.6190778364005971, 'gamma_46': 0.5513993257850023, 'beta_0': 2.3715118118911303, 'beta_1': -3.1404788426743226, 'beta_2': 0.47400941665978286, 'beta_3': 1.6920084269875857, 'beta_4': -0.4912281393470115, 'beta_5': -0.9112370790331147, 'beta_6': 2.942521623694805, 'beta_7': -0.1269493228723931, 'beta_8': 0.15869962076562333, 'beta_9': 0.695057037582375, 'beta_10': 2.4363168967503026, 'beta_11': -2.2717373400362124, 'beta_12': -2.2600718575306944, 'beta_13': 1.199564291634257, 'beta_14': 1.6353100537536873, 'beta_15': -0.6299148566909608, 'beta_16': -1.037299969914959, 'beta_17': -2.92725013765018, 'beta_18': 2.0507060198687084, 'beta_19': 1.1296931503801462, 'beta_20': 2.6700892637281295, 'beta_21': -0.44239908060874267, 'beta_22': 1.8474531978565618, 'beta_23': 1.2914357399399194, 'beta_24': -3.1034630661502702, 'beta_25': -1.7325722541630444, 'beta_26': -3.08701285237162, 'beta_27': -2.43105786218051, 'beta_28': -1.9813236853423006, 'beta_29': 1.9676129207144775, 'beta_30': 0.1756714390367561, 'beta_31': -0.9018065506334545, 'beta_32': 3.1374310886197736, 'beta_33': 1.937841884511231, 'beta_34': -0.8897644133232276, 'beta_35': -2.270710251294416, 'beta_36': -0.9905056952512578, 'beta_37': 0.5032300357952277, 'beta_38': -1.53068294704373, 'beta_39': 1.3844474750880964, 'beta_40': 0.5684942207499789, 'beta_41': 2.685724204538026, 'beta_42': -0.4877769929553111, 'beta_43': 0.749422934664347, 'beta_44': 3.103626883207992, 'beta_45': 1.3108554874834282, 'beta_46': 0.8007392362844625}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:29:32,772] Trial 84 finished with value: -31.71362506356883 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 1.7615803259092853, 'gamma_1': 1.469240604639156, 'gamma_2': -2.2892326002590115, 'gamma_3': 0.9890550149078305, 'gamma_4': -1.7581212563798223, 'gamma_5': -2.5573776320765638, 'gamma_6': -1.43424024179081, 'gamma_7': -0.08870401724091803, 'gamma_8': -0.6514042568223136, 'gamma_9': 0.2644813620699264, 'gamma_10': 0.41205692661182425, 'gamma_11': 1.945575103699465, 'gamma_12': -0.0730878014814067, 'gamma_13': 1.0705762561952843, 'gamma_14': 0.8186372072865173, 'gamma_15': 0.1774486391601367, 'gamma_16': 1.5178158940818698, 'gamma_17': 1.3686780243151278, 'gamma_18': 0.18469515346300247, 'gamma_19': -0.07092742700206817, 'gamma_20': 0.3769467599792411, 'gamma_21': -2.562832355741839, 'gamma_22': 2.58411858875978, 'gamma_23': -0.3879622939089349, 'gamma_24': -3.114341457743366, 'gamma_25': 1.0226112892498018, 'gamma_26': 2.6483938830776323, 'gamma_27': 0.16966581386028468, 'gamma_28': 1.0104483645971731, 'gamma_29': 0.32070653800754906, 'gamma_30': 2.2357345464089886, 'gamma_31': -1.2848764524187333, 'gamma_32': 2.404866446284217, 'gamma_33': 0.28734893639469183, 'gamma_34': -1.8601680434615822, 'gamma_35': -1.9399799358736356, 'gamma_36': 2.9078937528150175, 'gamma_37': 1.6629548996957044, 'gamma_38': 1.9510637506032285, 'gamma_39': -0.6095604645537552, 'gamma_40': 1.82107576026258, 'gamma_41': 1.1650557799141794, 'gamma_42': -2.5447087025010395, 'gamma_43': -2.8141542035394416, 'beta_0': 1.4640119112599692, 'beta_1': -2.627792963504487, 'beta_2': -0.5771533726891598, 'beta_3': 1.9442313006439145, 'beta_4': -0.77855679300421, 'beta_5': -0.421389930526778, 'beta_6': 1.3483426723656815, 'beta_7': 0.5051791358041196, 'beta_8': 0.7768136493481499, 'beta_9': -0.713192559214813, 'beta_10': 1.9108723592469798, 'beta_11': -2.904129994182356, 'beta_12': -2.782334258539204, 'beta_13': 0.8649779623087699, 'beta_14': 0.256064056166206, 'beta_15': 0.15725882672925418, 'beta_16': -1.6928472677777395, 'beta_17': -0.9152397456247482, 'beta_18': 2.3937580450451543, 'beta_19': 0.9107371022241832, 'beta_20': 1.9191632091817972, 'beta_21': -0.9688761851032239, 'beta_22': 2.8049251984472723, 'beta_23': 0.7618496935652279, 'beta_24': -2.079025321989341, 'beta_25': -0.49039604270193626, 'beta_26': -2.459965535053679, 'beta_27': -2.9591918946966924, 'beta_28': -2.198800579993164, 'beta_29': 0.8884588577404474, 'beta_30': 1.89376532275194, 'beta_31': -1.4045171593050696, 'beta_32': -0.6330419354778927, 'beta_33': 2.6036138621736518, 'beta_34': -2.0869903583059126, 'beta_35': 1.7989428008013688, 'beta_36': -2.528371326559928, 'beta_37': 3.140763030215562, 'beta_38': -0.4052474847368971, 'beta_39': 2.608773232372829, 'beta_40': 1.0165253893593869, 'beta_41': 0.3128497372196637, 'beta_42': -1.2597221218523549, 'beta_43': -2.2843805259632797}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:30:14,131] Trial 85 finished with value: -31.75962487086957 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 1.5693035216416555, 'gamma_1': 0.6443353290849453, 'gamma_2': -1.1055527293907759, 'gamma_3': 0.47967650396892014, 'gamma_4': -1.9849471289195861, 'gamma_5': -2.8967717967607673, 'gamma_6': -1.1101322217349183, 'gamma_7': -0.3302723775476111, 'gamma_8': 0.1848401238324301, 'gamma_9': -2.045395779979448, 'gamma_10': 1.2842700902537558, 'gamma_11': 1.5855463982718847, 'gamma_12': 0.19255277893977285, 'gamma_13': 0.4009033729240492, 'gamma_14': 1.2417492913321733, 'gamma_15': 1.1760882462708768, 'gamma_16': 0.19405488716285735, 'gamma_17': 2.7103095758704008, 'gamma_18': 2.326307868317227, 'gamma_19': 0.3506020271035316, 'gamma_20': -1.6823874826422243, 'gamma_21': 0.10963632165108561, 'gamma_22': 1.4407287315851864, 'gamma_23': -1.6290665524134733, 'gamma_24': -0.31771971707545865, 'gamma_25': 0.2578225455034573, 'gamma_26': 0.4677041479524753, 'gamma_27': 2.1604103007516042, 'gamma_28': 1.4528673854299088, 'gamma_29': -2.8722553899256877, 'gamma_30': 2.1155997770317816, 'gamma_31': -1.7614731226178382, 'gamma_32': 1.1945416220703398, 'gamma_33': -0.12148048017922491, 'gamma_34': -2.4865780689112675, 'gamma_35': -0.3360554239514688, 'gamma_36': 2.284460842959021, 'gamma_37': 2.307142746382434, 'gamma_38': 1.3938115578878008, 'beta_0': 1.6379480800494242, 'beta_1': -2.9694258645112024, 'beta_2': 0.7433056403025706, 'beta_3': 1.1651197001947453, 'beta_4': -0.23047432175407742, 'beta_5': -0.12211011179422354, 'beta_6': 2.3359939966197465, 'beta_7': 1.1508702041726717, 'beta_8': 1.7508087124986054, 'beta_9': -0.44261914351977016, 'beta_10': 2.9875729968342144, 'beta_11': -2.094924087671765, 'beta_12': -2.55211497244144, 'beta_13': 0.48863002901877084, 'beta_14': -0.8073262144145139, 'beta_15': 0.48720451486101307, 'beta_16': -3.1264649112617637, 'beta_17': -2.1738651200576564, 'beta_18': 0.18941371671714766, 'beta_19': 1.635073546759044, 'beta_20': 2.3427764939060047, 'beta_21': 0.31101224424983465, 'beta_22': 2.0745505759210388, 'beta_23': 1.0815914547791443, 'beta_24': -2.4663687410950037, 'beta_25': -2.223686584378754, 'beta_26': -1.807738003551311, 'beta_27': -1.7370818573380438, 'beta_28': -1.5186175556300516, 'beta_29': 2.40367443459728, 'beta_30': -0.2133828270702287, 'beta_31': -2.5188928122811256, 'beta_32': 2.3146243297742757, 'beta_33': 2.8931588654073956, 'beta_34': -0.3450917401729064, 'beta_35': 2.8749928495808312, 'beta_36': -2.9357268509013155, 'beta_37': 1.8759948833908169, 'beta_38': -1.37928445471748}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:31:30,460] Trial 86 finished with value: -23.381499900405203 and parameters: {'optimizer': 'SPSA', 'reps': 37, 'gamma_0': 0.07691236274645157, 'gamma_1': 1.0598187612189398, 'gamma_2': -0.6937310164041278, 'gamma_3': 0.14968665921398064, 'gamma_4': -2.2163376730289253, 'gamma_5': -0.5088313419321383, 'gamma_6': -0.4890954050501952, 'gamma_7': -1.297677212370012, 'gamma_8': -0.8727726258875129, 'gamma_9': 0.7561628517500412, 'gamma_10': 1.638212057789726, 'gamma_11': 2.926069063015408, 'gamma_12': -0.9150884059454112, 'gamma_13': 1.3440425770043358, 'gamma_14': -0.8158083092381384, 'gamma_15': -1.3652193913265054, 'gamma_16': 1.797276190478478, 'gamma_17': 1.8549721715793082, 'gamma_18': -0.14813402763400893, 'gamma_19': -0.9838186127483304, 'gamma_20': -1.022088759429168, 'gamma_21': 1.8787125068468509, 'gamma_22': 2.2792874466627566, 'gamma_23': -0.8244186073330131, 'gamma_24': 2.6259915082485987, 'gamma_25': -0.49328756165392784, 'gamma_26': 1.4417816748182493, 'gamma_27': -3.132709270039409, 'gamma_28': 0.2888204684994999, 'gamma_29': -2.429597051293198, 'gamma_30': 3.124296588218205, 'gamma_31': -2.537042875959413, 'gamma_32': 2.8533046182977198, 'gamma_33': 0.7669789586048629, 'gamma_34': -2.1213935010179177, 'gamma_35': -2.510671249810506, 'gamma_36': 2.6006909473144693, 'beta_0': 2.858083864507893, 'beta_1': -2.7906601632802532, 'beta_2': 1.2904259562214082, 'beta_3': 0.5488929375694341, 'beta_4': -0.5761972799797724, 'beta_5': -1.0915343102472796, 'beta_6': 2.65410716688835, 'beta_7': 0.8100877626142049, 'beta_8': 0.3077904319365369, 'beta_9': -0.10266608802824961, 'beta_10': 2.681220405265412, 'beta_11': -0.8512068438421612, 'beta_12': -0.10063738893441188, 'beta_13': 0.6670161038086442, 'beta_14': 0.44081801323150416, 'beta_15': 0.9291669550557443, 'beta_16': -1.2941123303620796, 'beta_17': -2.661927335600787, 'beta_18': 1.838423543783176, 'beta_19': 1.3443020241652965, 'beta_20': -2.3844016502461414, 'beta_21': -1.3414071335901503, 'beta_22': 2.654030811402531, 'beta_23': 0.05725811834434252, 'beta_24': 1.1846098879590201, 'beta_25': -1.0220586381042107, 'beta_26': -2.722538930155582, 'beta_27': -2.17681661480397, 'beta_28': -1.2696718216933915, 'beta_29': 1.331591394266586, 'beta_30': 0.47292035866079235, 'beta_31': -0.5980421518728934, 'beta_32': 1.797353633390384, 'beta_33': 2.2102893596761954, 'beta_34': -2.6211524802084067, 'beta_35': 2.521953978898964, 'beta_36': -3.132339974269926}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:32:10,938] Trial 87 finished with value: -31.188375192162223 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 0.9624090544242155, 'gamma_1': -0.0064706512752032794, 'gamma_2': -1.4413663740972007, 'gamma_3': 1.190790538721256, 'gamma_4': -2.9660554467375984, 'gamma_5': -2.2200631780443536, 'gamma_6': 0.09475499379825769, 'gamma_7': -0.5317325108988342, 'gamma_8': -1.2275481567737963, 'gamma_9': -0.16351723364511395, 'gamma_10': 0.6231161487400518, 'gamma_11': 2.6991166655524608, 'gamma_12': -1.1350000636810746, 'gamma_13': 1.749687108269943, 'gamma_14': 0.4804855073263081, 'gamma_15': -1.129706596660926, 'gamma_16': 2.1353145588036897, 'gamma_17': 2.1947666535635424, 'gamma_18': -0.9296127797698969, 'gamma_19': 0.5684362989920426, 'gamma_20': -0.6498925637153277, 'gamma_21': -0.5047411696584887, 'gamma_22': 1.196474732682527, 'gamma_23': -3.024947704974115, 'gamma_24': 0.009773546661800747, 'gamma_25': -1.0459300335750896, 'gamma_26': 2.039349704243695, 'gamma_27': -2.4331671509911517, 'gamma_28': -1.0037907701755542, 'gamma_29': -0.19906538659542083, 'gamma_30': 2.41225945654205, 'gamma_31': -0.14048911422557842, 'gamma_32': 1.6321491121254044, 'gamma_33': -0.8549919579142473, 'gamma_34': 2.7025660638218776, 'gamma_35': -2.9739902759647414, 'gamma_36': 3.134252796066041, 'gamma_37': 2.589688758635454, 'gamma_38': 2.6949107245131376, 'gamma_39': -0.2803799745136289, 'gamma_40': -0.9040063767296471, 'gamma_41': -0.43487195729747324, 'beta_0': 2.474916010365841, 'beta_1': -2.2954440046082203, 'beta_2': 1.5497115927666192, 'beta_3': 0.9352138383403539, 'beta_4': -1.5650533340048698, 'beta_5': 1.800702120802986, 'beta_6': 2.1422197091036814, 'beta_7': -0.32278073826541437, 'beta_8': 0.5289190938968318, 'beta_9': 2.910487815769953, 'beta_10': 3.1319678601193823, 'beta_11': -2.560147095841753, 'beta_12': -1.7508388842520786, 'beta_13': 1.4293767492034333, 'beta_14': -0.21610271753354227, 'beta_15': 2.0052660942255036, 'beta_16': -2.7546610942293026, 'beta_17': -1.0235986105228827, 'beta_18': 1.4294152406935188, 'beta_19': 2.066653119222565, 'beta_20': -2.9330514010006343, 'beta_21': -1.1453149009970085, 'beta_22': -2.5838170032283747, 'beta_23': 1.6386545120608393, 'beta_24': 1.6717166334975984, 'beta_25': -1.9368544228537579, 'beta_26': -2.419298572771895, 'beta_27': -2.709972730152068, 'beta_28': -2.3772720458810213, 'beta_29': 0.43154475212212173, 'beta_30': 0.9675458361086154, 'beta_31': -1.9037206541297313, 'beta_32': 2.848429312599189, 'beta_33': 2.467957531314791, 'beta_34': -2.8943571906828804, 'beta_35': 1.5437369060610444, 'beta_36': -1.6451512904130023, 'beta_37': 0.86898410969619, 'beta_38': 2.697270872936622, 'beta_39': 0.8156376147608697, 'beta_40': 1.4656720824212113, 'beta_41': -1.2235223684554675}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:41:53,415] Trial 88 finished with value: -28.484374663996974 and parameters: {'optimizer': 'QN-SPSA', 'reps': 35, 'gamma_0': 2.233329295265518, 'gamma_1': -0.5522546565357567, 'gamma_2': 1.8576662868308782, 'gamma_3': 1.9696168754109742, 'gamma_4': -1.0644370611502048, 'gamma_5': -0.7654159757447234, 'gamma_6': -1.9805445184989185, 'gamma_7': -1.5002514415946058, 'gamma_8': -1.9340398157215037, 'gamma_9': -1.535954258420342, 'gamma_10': -0.026740287220637704, 'gamma_11': -0.7159358349839919, 'gamma_12': -1.7807878327194722, 'gamma_13': 0.6502403040615266, 'gamma_14': 0.23619302571917056, 'gamma_15': 0.05113996915770669, 'gamma_16': 2.6532743462006225, 'gamma_17': 1.6864941552386388, 'gamma_18': 0.0030463871076965715, 'gamma_19': 1.0361389924212228, 'gamma_20': 3.034217594134518, 'gamma_21': 0.5053543460683123, 'gamma_22': 2.6911716999344635, 'gamma_23': -2.0458356028185296, 'gamma_24': -2.783559300946667, 'gamma_25': 0.736083057475558, 'gamma_26': 2.3964042075387395, 'gamma_27': 1.1782382637272246, 'gamma_28': -0.26564937553732637, 'gamma_29': -2.095749060691189, 'gamma_30': -1.6085752109776479, 'gamma_31': 2.9802703008972116, 'gamma_32': 2.108448355093423, 'gamma_33': -0.43022035885803456, 'gamma_34': -2.980194605163769, 'beta_0': 2.009242578406635, 'beta_1': -2.5847599390805978, 'beta_2': -0.06145464307470078, 'beta_3': 1.370557961809805, 'beta_4': -1.3293603118528323, 'beta_5': -0.4657318578473405, 'beta_6': 1.8175731421169923, 'beta_7': -0.7734101076810659, 'beta_8': -0.39518214733395995, 'beta_9': 0.3309950416280103, 'beta_10': 2.3349381752630642, 'beta_11': -1.160458878248763, 'beta_12': -1.433694890272815, 'beta_13': 1.6455457202166544, 'beta_14': 0.960111428661347, 'beta_15': -0.14711460059417325, 'beta_16': -2.1950432355678293, 'beta_17': -1.7458321397518966, 'beta_18': -2.372059307472295, 'beta_19': 0.6749501347875682, 'beta_20': -2.2316583501187632, 'beta_21': -0.27001447516521593, 'beta_22': 1.2449194588790358, 'beta_23': 0.32757229254342746, 'beta_24': 1.9482797404632144, 'beta_25': -3.1243086625125733, 'beta_26': -2.1525845135984816, 'beta_27': -3.009470118408183, 'beta_28': -1.839213566826375, 'beta_29': 1.816669855975809, 'beta_30': -0.7199990989780349, 'beta_31': -0.1762306916768447, 'beta_32': 1.0636868279204545, 'beta_33': 1.5582046630404076, 'beta_34': -1.709112303932664}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:42:13,923] Trial 89 finished with value: -31.127875003446448 and parameters: {'optimizer': 'COBYLA', 'reps': 17, 'gamma_0': 2.024223595515831, 'gamma_1': 0.8178546755544446, 'gamma_2': -1.8963303767519548, 'gamma_3': -0.06579641995501417, 'gamma_4': -2.470174560966117, 'gamma_5': -3.0131358180594607, 'gamma_6': -1.3194021128558506, 'gamma_7': -0.9482968823013513, 'gamma_8': -1.524367726557679, 'gamma_9': -2.6842162348930456, 'gamma_10': -3.1362210383001874, 'gamma_11': 2.4484199380497618, 'gamma_12': -0.6039490144881989, 'gamma_13': 0.9014952709773164, 'gamma_14': -1.0880685436620312, 'gamma_15': -0.30857972788093746, 'gamma_16': 3.1073722739148883, 'beta_0': 1.261743681754917, 'beta_1': -0.17832341095999596, 'beta_2': -0.8961844654103541, 'beta_3': 2.1565000513908035, 'beta_4': -0.39395720399660117, 'beta_5': -1.523615323112343, 'beta_6': 0.8315074557001366, 'beta_7': 0.98239913804305, 'beta_8': -0.6563937877524667, 'beta_9': 0.0655873090105234, 'beta_10': 2.1304130091415607, 'beta_11': -1.680304678201627, 'beta_12': -2.1267968143944502, 'beta_13': -0.1355529902171335, 'beta_14': -1.2056063557455297, 'beta_15': 0.31567144423556465, 'beta_16': -3.003649189368712}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:42:48,272] Trial 90 finished with value: -32.269249930645636 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': 0.269912643585943, 'gamma_1': -0.8790412122478427, 'gamma_2': -0.8968121434048122, 'gamma_3': 2.918659468076043, 'gamma_4': 1.2726062926159378, 'gamma_5': -1.169085046069908, 'gamma_6': -0.10108586490610733, 'gamma_7': 0.40629098441218847, 'gamma_8': 0.48567324041994453, 'gamma_9': 1.2568678327880305, 'gamma_10': 1.0310668803649774, 'gamma_11': 2.1418608516227127, 'gamma_12': -2.018112424918422, 'gamma_13': -0.03940179779822417, 'gamma_14': -0.6185529387834008, 'gamma_15': 0.4234616880275943, 'gamma_16': 2.025007857722743, 'gamma_17': 2.478574719654412, 'gamma_18': -0.5022503539883448, 'gamma_19': -0.3485814247467348, 'gamma_20': -0.06271421862243864, 'gamma_21': -1.4399971715681696, 'gamma_22': 2.982786327436937, 'gamma_23': -2.72171311145899, 'gamma_24': -2.461173791831236, 'gamma_25': -0.21590223230829148, 'gamma_26': 3.1342624425031604, 'gamma_27': 1.7552086882217484, 'gamma_28': -1.606673518485676, 'gamma_29': -0.6486524941264389, 'gamma_30': 2.747154433084898, 'gamma_31': -2.128957456951782, 'beta_0': 2.659898102802402, 'beta_1': 0.4817652604433249, 'beta_2': 0.9356992687024123, 'beta_3': 1.8985998403490385, 'beta_4': -1.075232536946714, 'beta_5': -0.26788503146280684, 'beta_6': 2.7261712246519396, 'beta_7': 0.28455372466372475, 'beta_8': 0.027406953358091263, 'beta_9': -3.1002105889950577, 'beta_10': 0.5701309780435455, 'beta_11': 2.177132517458084, 'beta_12': 2.654373019665916, 'beta_13': 1.0607812569165218, 'beta_14': 0.169254733007768, 'beta_15': 1.6778319720289725, 'beta_16': 0.19238634583089792, 'beta_17': 0.15403323918557976, 'beta_18': 1.1498392789033813, 'beta_19': -0.7652700880694294, 'beta_20': 2.972701017467548, 'beta_21': -2.022181623723909, 'beta_22': 0.9737399159746616, 'beta_23': 0.6025599955850096, 'beta_24': 0.8673517612106496, 'beta_25': -2.683988399932116, 'beta_26': -2.912008312564053, 'beta_27': -2.4701289054435227, 'beta_28': -2.637417605162737, 'beta_29': 1.6635877740105027, 'beta_30': -0.5157246703428041, 'beta_31': -1.1510521935583007}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:43:31,462] Trial 91 finished with value: -32.52137486221692 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.3082343854974978, 'gamma_1': -1.357276329532524, 'gamma_2': 0.18741615621399704, 'gamma_3': 0.3099548008825098, 'gamma_4': -2.3661045218806045, 'gamma_5': -0.34778168259145564, 'gamma_6': 0.23897612194772883, 'gamma_7': 0.23863736188097828, 'gamma_8': -1.5188671829986553, 'gamma_9': -1.843937871572888, 'gamma_10': -0.32609653047970727, 'gamma_11': 2.559525260880939, 'gamma_12': -1.4683596244111692, 'gamma_13': 0.7798095185003477, 'gamma_14': 0.567550169789722, 'gamma_15': 0.9098440556307777, 'gamma_16': 2.7944744867023044, 'gamma_17': 1.9178729444200169, 'gamma_18': 0.386414149108792, 'gamma_19': 0.3254135156753618, 'gamma_20': -0.8379339762946543, 'gamma_21': -1.8604395856235199, 'gamma_22': 0.4436032641611425, 'gamma_23': 0.3208789533553705, 'gamma_24': -2.1748601568473203, 'gamma_25': 0.7172368088109577, 'gamma_26': 2.6877224787868697, 'gamma_27': 2.405164250157485, 'gamma_28': -0.7414647433135355, 'gamma_29': -0.967492580744091, 'gamma_30': 1.9959933201478517, 'gamma_31': 2.0294795325914246, 'gamma_32': -1.8036747228799381, 'gamma_33': -0.5541562285402264, 'gamma_34': -2.0037268551119802, 'gamma_35': -2.942396389881251, 'gamma_36': 1.965669800128329, 'gamma_37': 3.0398195263953216, 'gamma_38': 1.137967184723644, 'gamma_39': 0.6373170070296919, 'gamma_40': 2.3961042537894808, 'gamma_41': 1.704882673227505, 'gamma_42': -1.325733747659201, 'gamma_43': -0.9545607029211828, 'gamma_44': 0.4864692645375782, 'gamma_45': -0.4431417795843357, 'gamma_46': -0.3723303738946791, 'gamma_47': 1.0411434107270636, 'gamma_48': -0.872730764635122, 'beta_0': 3.0174178244031067, 'beta_1': -2.428713231699444, 'beta_2': 0.5041642502244577, 'beta_3': 2.8194942525355677, 'beta_4': -0.07723267626816788, 'beta_5': 0.15227287695495664, 'beta_6': 2.4953598566486828, 'beta_7': 1.4426724734628964, 'beta_8': 0.4527602144876252, 'beta_9': -1.277634395257434, 'beta_10': 2.849057595868827, 'beta_11': -0.12614472615894093, 'beta_12': -0.851104150348354, 'beta_13': -0.2769080375521848, 'beta_14': -0.5880091472552775, 'beta_15': 0.6369370557313873, 'beta_16': -0.8492411229330581, 'beta_17': -1.2632246408803431, 'beta_18': -0.49282324806697675, 'beta_19': -2.546026634454084, 'beta_20': -1.8266184749009735, 'beta_21': -1.6249388608985933, 'beta_22': 1.7780977618000906, 'beta_23': 1.4515448126691501, 'beta_24': -1.6105302748244847, 'beta_25': -1.4429000922096795, 'beta_26': -2.368990866834129, 'beta_27': -3.022853096017757, 'beta_28': -1.1094763092272681, 'beta_29': -0.19744775195455294, 'beta_30': -2.2360188873185534, 'beta_31': -1.490493638087126, 'beta_32': -0.0006332392053673974, 'beta_33': -2.4795295562012134, 'beta_34': -3.135262404295452, 'beta_35': 0.02125340486344235, 'beta_36': -2.8553574523913836, 'beta_37': 2.0023412916264336, 'beta_38': -1.6808700547850874, 'beta_39': 2.4401919619664905, 'beta_40': 0.02141742886989323, 'beta_41': 1.7050961873545387, 'beta_42': 0.06236019873000341, 'beta_43': -1.5146506222797003, 'beta_44': 1.6585441771150435, 'beta_45': 2.4810882788549917, 'beta_46': -0.4123600674121662, 'beta_47': -1.9459263791354027, 'beta_48': -3.109654903600096}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:44:16,469] Trial 92 finished with value: -32.304999904978246 and parameters: {'optimizer': 'COBYLA', 'reps': 51, 'gamma_0': 1.3011424471199755, 'gamma_1': -1.9973493484023694, 'gamma_2': -0.21983292846603897, 'gamma_3': 0.7111471298057258, 'gamma_4': -2.760694570279443, 'gamma_5': -0.7183202963149482, 'gamma_6': 0.6546728051843971, 'gamma_7': 0.23293094360322975, 'gamma_8': -0.3536806507733142, 'gamma_9': -1.9284227522370407, 'gamma_10': -0.2634812745098628, 'gamma_11': 2.2907687467997766, 'gamma_12': -1.5145009808440133, 'gamma_13': 1.146114176093546, 'gamma_14': 1.0565756877310175, 'gamma_15': 0.9483033874005933, 'gamma_16': 2.773816634622328, 'gamma_17': 1.9453755018325263, 'gamma_18': 0.9745294164124894, 'gamma_19': 0.2102648461912183, 'gamma_20': -1.3415725188212217, 'gamma_21': -1.7952635658915774, 'gamma_22': 0.6953745762021819, 'gamma_23': -0.38097004458901756, 'gamma_24': -1.7161267511054168, 'gamma_25': 1.2578791330886643, 'gamma_26': 2.7170141217803665, 'gamma_27': 2.1013201696123827, 'gamma_28': -1.3851171184802475, 'gamma_29': -0.8720554449881495, 'gamma_30': 2.003804803985606, 'gamma_31': 2.082134027914423, 'gamma_32': -1.7231333350360227, 'gamma_33': -1.1003450984821954, 'gamma_34': -1.8396963125856616, 'gamma_35': -3.1390175698391953, 'gamma_36': 1.548606364627678, 'gamma_37': -0.6783271987975789, 'gamma_38': 0.8362223393075539, 'gamma_39': 0.6968894743015261, 'gamma_40': 2.860629079430165, 'gamma_41': 1.6736016585052351, 'gamma_42': -1.1489204725697009, 'gamma_43': -1.110444980157161, 'gamma_44': 0.9512677525600115, 'gamma_45': -0.2031989597127593, 'gamma_46': -0.8864305797132673, 'gamma_47': 1.2642248849892654, 'gamma_48': -1.0436936705763036, 'gamma_49': 0.8079588823346029, 'gamma_50': 3.0977514461889997, 'beta_0': 3.000192212394826, 'beta_1': -2.810833051662947, 'beta_2': 0.18756785765467818, 'beta_3': 2.3475784011446805, 'beta_4': 0.01970016323260293, 'beta_5': 0.5140770216435326, 'beta_6': 2.3434593502853387, 'beta_7': 1.539934924433703, 'beta_8': -0.17980094779750994, 'beta_9': -1.7052922817292417, 'beta_10': 2.4998800723244345, 'beta_11': -0.24706494937251902, 'beta_12': -0.5953649495294848, 'beta_13': -0.3706920366087956, 'beta_14': -0.3376030212417578, 'beta_15': 0.5024502934229496, 'beta_16': -0.5704538660988059, 'beta_17': -1.3838304341376082, 'beta_18': -0.726178173798937, 'beta_19': -2.618371568864351, 'beta_20': -1.9888338927892248, 'beta_21': -1.6279828654786979, 'beta_22': 1.72693382756664, 'beta_23': 1.5116388545798947, 'beta_24': -1.2516782813761897, 'beta_25': -1.6272273978169385, 'beta_26': -2.5906926771019645, 'beta_27': -2.8019508076521844, 'beta_28': -0.9401088569464385, 'beta_29': 0.08498641886817793, 'beta_30': -1.914597077829398, 'beta_31': -1.628024758510108, 'beta_32': 0.008938766487681995, 'beta_33': -2.9422745474769223, 'beta_34': -3.022034797561465, 'beta_35': -0.326634230271744, 'beta_36': -2.4708758917980496, 'beta_37': 2.4743662845273127, 'beta_38': -1.5852744170984665, 'beta_39': 1.7916766904553076, 'beta_40': 0.8778869977335624, 'beta_41': 2.4840491572239523, 'beta_42': -0.39900581908204014, 'beta_43': -1.3060076620273655, 'beta_44': 1.5534950706862423, 'beta_45': 2.2687007401466293, 'beta_46': 0.009707700032454025, 'beta_47': -1.9828816595826708, 'beta_48': 0.738767698107259, 'beta_49': -0.0009684943949818173, 'beta_50': 2.8763868248132938}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:44:58,160] Trial 93 finished with value: -31.715374976743817 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 1.5641728939767625, 'gamma_1': -1.001362390031455, 'gamma_2': 0.2883032303787899, 'gamma_3': 0.30255292091055286, 'gamma_4': -2.393877194675915, 'gamma_5': -1.724940228011968, 'gamma_6': 0.3046893398765149, 'gamma_7': -0.6794446211844573, 'gamma_8': -1.8686993050211498, 'gamma_9': -1.7477156924701402, 'gamma_10': 0.31763407507299535, 'gamma_11': 2.985037654021836, 'gamma_12': -1.277575023472372, 'gamma_13': 0.8358544476268213, 'gamma_14': 0.8181290683883182, 'gamma_15': 0.5404561677100006, 'gamma_16': 1.6217826005063822, 'gamma_17': 2.952704750696987, 'gamma_18': 0.8366968428224393, 'gamma_19': 0.09737686843808158, 'gamma_20': -0.27225644227758133, 'gamma_21': -2.00419360123246, 'gamma_22': -0.747676498944452, 'gamma_23': 0.7829702784935658, 'gamma_24': -2.0816093458281624, 'gamma_25': 0.6095757384930589, 'gamma_26': 2.8674896712162607, 'gamma_27': 0.674061331552992, 'gamma_28': -0.6402664799893603, 'gamma_29': -0.3681047474561423, 'gamma_30': 1.6542610615470903, 'gamma_31': 2.296261367000965, 'gamma_32': -3.052873336450899, 'gamma_33': 0.11584076702940649, 'gamma_34': -2.5558790509836316, 'gamma_35': -2.453223101611022, 'gamma_36': 2.138725284946623, 'gamma_37': 2.4498984222635336, 'gamma_38': 1.4266105120962906, 'gamma_39': 1.063649803215562, 'gamma_40': 2.5567119554665108, 'gamma_41': 2.351460900247039, 'gamma_42': -0.5298263743098255, 'gamma_43': -1.035701210943157, 'gamma_44': 0.37296533871574616, 'gamma_45': -1.854352988197441, 'gamma_46': -0.6008932708230103, 'gamma_47': 0.48964356631468897, 'beta_0': 2.2207391735506827, 'beta_1': -3.030965418698472, 'beta_2': 0.4206137157201145, 'beta_3': 2.566722851267797, 'beta_4': -0.733254289112784, 'beta_5': -0.01878726023934374, 'beta_6': 2.586718615496607, 'beta_7': 1.9032155728235631, 'beta_8': 0.1868513414300238, 'beta_9': -0.9245805137833951, 'beta_10': 2.8007390719238745, 'beta_11': -0.09066483874749387, 'beta_12': -0.9562606450148632, 'beta_13': 0.12452507268987167, 'beta_14': -0.8684553250805204, 'beta_15': 1.3031957352666208, 'beta_16': -0.9659965405357589, 'beta_17': -1.2105270792954554, 'beta_18': 0.00977393117316222, 'beta_19': -1.8508961525371481, 'beta_20': -0.948287489962341, 'beta_21': -1.7782216957851307, 'beta_22': 1.4891401109405131, 'beta_23': 1.2088576530924229, 'beta_24': -1.726405174347838, 'beta_25': -2.0137253055564597, 'beta_26': -2.14819186942422, 'beta_27': -3.120251174715678, 'beta_28': 1.2519997896292905, 'beta_29': -0.6879713936109101, 'beta_30': -2.734308306458424, 'beta_31': -1.2757058236351433, 'beta_32': -0.4665616961045896, 'beta_33': -2.6576860802416524, 'beta_34': -2.4800696331251815, 'beta_35': -0.6082754510149379, 'beta_36': -2.061328930215539, 'beta_37': 1.2247011867917392, 'beta_38': -0.9544064273625954, 'beta_39': 2.9458078749572087, 'beta_40': -0.03809285182955974, 'beta_41': 2.9487933842218337, 'beta_42': 0.5227551443474409, 'beta_43': -2.123276312867864, 'beta_44': 0.26137329944058574, 'beta_45': 2.613454678313944, 'beta_46': 0.5134379838118042, 'beta_47': -1.152414392019338}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:45:43,533] Trial 94 finished with value: -31.629999929626635 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.8832904634717096, 'gamma_1': -0.37240286907822884, 'gamma_2': -3.027629417135445, 'gamma_3': 2.7073326391526242, 'gamma_4': -2.5685791987687714, 'gamma_5': 0.12353647450787547, 'gamma_6': -0.7375432788117786, 'gamma_7': -0.2112289878869904, 'gamma_8': -1.00517135171425, 'gamma_9': -2.4146001934703123, 'gamma_10': -0.989745532980994, 'gamma_11': 2.578098569637375, 'gamma_12': -1.5827845939138532, 'gamma_13': 0.13117567743565356, 'gamma_14': -0.16385449122921003, 'gamma_15': -0.6798729929549565, 'gamma_16': 2.396059635924666, 'gamma_17': 2.1895949778116623, 'gamma_18': 0.48688218562207625, 'gamma_19': -0.12460296479197441, 'gamma_20': -0.9322930349803319, 'gamma_21': -2.3246613814947996, 'gamma_22': 0.04330048302141801, 'gamma_23': -2.3900004214195967, 'gamma_24': -2.2256954395150665, 'gamma_25': 0.8426617922701851, 'gamma_26': 1.7698291556821757, 'gamma_27': -2.9103608214573766, 'gamma_28': -1.2056444141102467, 'gamma_29': -1.3171134174360122, 'gamma_30': 2.5605742323769944, 'gamma_31': -2.850580958447839, 'gamma_32': -2.329725322152625, 'gamma_33': -0.6923337383434348, 'gamma_34': -1.4489448809829275, 'gamma_35': -2.0903394591173403, 'gamma_36': 2.8851348618845054, 'gamma_37': 2.0804585105025386, 'gamma_38': 2.394413945006206, 'gamma_39': -0.29955453117611286, 'gamma_40': 2.4239823315458056, 'gamma_41': 0.35994616976255095, 'gamma_42': -1.829919439131849, 'gamma_43': -1.9620514405670262, 'gamma_44': 1.2373203533912416, 'gamma_45': -0.2752546908482123, 'gamma_46': -1.9761232088779361, 'gamma_47': 2.309114602921338, 'gamma_48': -0.6207152705874747, 'gamma_49': -1.4037323748961024, 'beta_0': 2.523562541796181, 'beta_1': -2.2684524809132633, 'beta_2': 1.1465095870005606, 'beta_3': 3.0131416608409567, 'beta_4': -0.1382152160281785, 'beta_5': 0.1626829024714603, 'beta_6': 2.010282261005928, 'beta_7': 1.3016235357125843, 'beta_8': -0.3665367066084999, 'beta_9': -1.3769951979646387, 'beta_10': -0.5268576020200609, 'beta_11': 0.48938622592409875, 'beta_12': -0.30648757369118973, 'beta_13': -0.27362748393352454, 'beta_14': -1.0232790659176443, 'beta_15': 0.17987040662989867, 'beta_16': -0.17524724729944863, 'beta_17': -0.7385106783671863, 'beta_18': -1.0974889840490591, 'beta_19': -2.2364988025964108, 'beta_20': -1.6183706257233592, 'beta_21': -0.5640086229255883, 'beta_22': 1.9313317007946895, 'beta_23': 1.9358581568184954, 'beta_24': -1.5446629508814282, 'beta_25': -1.3307961310886, 'beta_26': -2.406589798250876, 'beta_27': -2.6339313357322522, 'beta_28': -1.4599102337339949, 'beta_29': -0.18501504550131792, 'beta_30': -2.3325077140742554, 'beta_31': -0.7188238147426359, 'beta_32': 2.5494327066268596, 'beta_33': -2.609803993237333, 'beta_34': -2.720001943617786, 'beta_35': 0.9132298964317191, 'beta_36': -2.8889538160930215, 'beta_37': 1.8244163363143568, 'beta_38': -1.7678239624087866, 'beta_39': 2.5021454065391695, 'beta_40': 0.38263131838552494, 'beta_41': 1.8187690603579076, 'beta_42': 2.1644692040332876, 'beta_43': -3.0542713260075685, 'beta_44': 1.140432338731126, 'beta_45': 1.281940522772305, 'beta_46': -0.42609797025073126, 'beta_47': -2.547079085877119, 'beta_48': -3.0946391462147265, 'beta_49': 2.405314477612513}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:46:25,232] Trial 95 finished with value: -32.192499940563685 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.1509191547859294, 'gamma_1': 0.4179052242782333, 'gamma_2': -0.3599355828356833, 'gamma_3': 0.8586862879019155, 'gamma_4': -2.2709356066904336, 'gamma_5': -2.741603184225986, 'gamma_6': -0.3119163744489064, 'gamma_7': -2.002085559668225, 'gamma_8': -0.8063868455161025, 'gamma_9': -0.4495965590771691, 'gamma_10': -0.4408171868025479, 'gamma_11': 2.7625397426656466, 'gamma_12': -0.776747575827733, 'gamma_13': 0.47195867660568724, 'gamma_14': 0.3497868586530042, 'gamma_15': 0.27310199929943335, 'gamma_16': 1.1544485791477794, 'gamma_17': 1.6127517290697342, 'gamma_18': 1.1181309745997412, 'gamma_19': -0.5602889047551686, 'gamma_20': -0.7294741186782937, 'gamma_21': -1.0118220289322721, 'gamma_22': 0.40947257401607784, 'gamma_23': 1.1090108206298515, 'gamma_24': 2.971521821885297, 'gamma_25': 1.9934983761892544, 'gamma_26': 2.285362030966135, 'gamma_27': 2.7444426259983903, 'gamma_28': -0.3659363006231373, 'gamma_29': -1.054990128342645, 'gamma_30': 1.1578299458120955, 'gamma_31': 1.8789546773420387, 'gamma_32': -1.1876577910515111, 'gamma_33': -1.2990251278358365, 'gamma_34': -2.3902218805697584, 'gamma_35': -1.582232975230253, 'gamma_36': 2.4694606316778787, 'gamma_37': 1.5442515030462438, 'gamma_38': 3.1387451549221503, 'gamma_39': 0.8011827357181706, 'gamma_40': -1.729498646666801, 'gamma_41': 2.1200536900651734, 'gamma_42': -0.02289805858920746, 'gamma_43': -0.2670616717885417, 'gamma_44': 0.5232318787268473, 'beta_0': 2.7510417420508317, 'beta_1': -2.5173718404551493, 'beta_2': -0.3715679971807147, 'beta_3': 2.728425664792251, 'beta_4': -0.6466661730899574, 'beta_5': -0.6158900542332966, 'beta_6': 2.959065687502779, 'beta_7': 1.682295359515814, 'beta_8': 0.9322321074728965, 'beta_9': -1.3990643633457414, 'beta_10': 2.9419157716263706, 'beta_11': -1.9004427041127534, 'beta_12': 1.5487147183025969, 'beta_13': -0.7404257086291515, 'beta_14': -0.011362347272734552, 'beta_15': -3.0337304973026487, 'beta_16': -1.6723087993595955, 'beta_17': -0.3877766101480352, 'beta_18': -0.4567332288255003, 'beta_19': -2.4280977815166547, 'beta_20': -1.3309293794482917, 'beta_21': -0.9395924242254745, 'beta_22': 2.219376382500116, 'beta_23': 0.9367095091500492, 'beta_24': 2.3224742565817023, 'beta_25': -2.3504912000837725, 'beta_26': -3.092910661322339, 'beta_27': -2.938636676865901, 'beta_28': -1.1917505573971114, 'beta_29': -0.46600038834058816, 'beta_30': -0.1834325613729888, 'beta_31': -2.17940412038131, 'beta_32': 3.012100612983259, 'beta_33': 1.0698745892184682, 'beta_34': -2.9906010549050297, 'beta_35': -0.9590273013020791, 'beta_36': -1.0824724388318545, 'beta_37': 1.5162559142859962, 'beta_38': 1.981405624607584, 'beta_39': 2.012805633524734, 'beta_40': -0.5944438823746749, 'beta_41': 1.0118535456011586, 'beta_42': -2.2168876274568907, 'beta_43': -0.5952550441338832, 'beta_44': 1.9323339425296844}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:47:08,907] Trial 96 finished with value: -32.20624986444635 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 0.7877235855579079, 'gamma_1': -0.7376770709865261, 'gamma_2': -0.08082333547154641, 'gamma_3': 1.3029885935374927, 'gamma_4': -1.9717367654577858, 'gamma_5': 0.4013092360195021, 'gamma_6': -2.27999486171161, 'gamma_7': 0.05305901529401111, 'gamma_8': -1.5276217554242666, 'gamma_9': 1.0720814737878905, 'gamma_10': 0.7653239933178477, 'gamma_11': 0.5825709320133016, 'gamma_12': -1.0875240465692066, 'gamma_13': 1.064910518220383, 'gamma_14': -0.43596919809090734, 'gamma_15': -0.14707582869905256, 'gamma_16': 2.9689127299159486, 'gamma_17': 1.9913299695200681, 'gamma_18': 0.14953649621219015, 'gamma_19': 0.7595050861257644, 'gamma_20': -0.3707123789423308, 'gamma_21': -2.806733408666086, 'gamma_22': 1.0840255998373858, 'gamma_23': 0.14822400453971057, 'gamma_24': -1.3666203518551336, 'gamma_25': 0.3792212698202716, 'gamma_26': 3.0235732743609556, 'gamma_27': 2.524893295871524, 'gamma_28': -0.02552889764035382, 'gamma_29': -0.9695805808640251, 'gamma_30': 3.0287929957300084, 'gamma_31': 2.4320291814975645, 'gamma_32': 1.916588307391014, 'gamma_33': -1.6838009595296182, 'gamma_34': -2.1090568295708767, 'gamma_35': -1.878893386834267, 'gamma_36': 1.9572006080657551, 'gamma_37': 3.141381427933819, 'gamma_38': 1.309874591711285, 'gamma_39': 0.10902548539293094, 'gamma_40': 2.121038589441191, 'gamma_41': 1.8297089222447196, 'gamma_42': -2.563125789476698, 'gamma_43': 0.32976427737285496, 'gamma_44': 2.1489041973486738, 'gamma_45': 0.4560634796950733, 'gamma_46': 0.5060099743708927, 'gamma_47': 1.8698164015346983, 'beta_0': 3.134952891779736, 'beta_1': -3.1363254183246934, 'beta_2': 0.8293338645958477, 'beta_3': 1.665836626576147, 'beta_4': 0.16396320597824787, 'beta_5': 0.8529169868097939, 'beta_6': 2.4416957774485883, 'beta_7': -0.4174925700754506, 'beta_8': 0.5330764282064435, 'beta_9': -1.9260051121956263, 'beta_10': 2.588588999533341, 'beta_11': -0.6374139377776425, 'beta_12': 1.066321762398784, 'beta_13': 0.4525500825512314, 'beta_14': -1.4827551683061504, 'beta_15': 1.056511434035912, 'beta_16': -1.2338209986661561, 'beta_17': -0.5917912872476814, 'beta_18': 1.9965757616280064, 'beta_19': 1.8959104691128141, 'beta_20': 2.700335133377825, 'beta_21': -1.1397920070339769, 'beta_22': 2.442207037296267, 'beta_23': 2.0985249875474703, 'beta_24': -2.088824928514613, 'beta_25': -1.792124757437774, 'beta_26': -1.954415597950383, 'beta_27': -3.136594571558839, 'beta_28': -1.6963520257192712, 'beta_29': -0.8539286522789781, 'beta_30': 0.5972998489557827, 'beta_31': -1.0127914030407652, 'beta_32': -0.22509924000161033, 'beta_33': 1.3329025740798603, 'beta_34': -2.360105469949072, 'beta_35': 0.031826011312610536, 'beta_36': -2.5519555208789635, 'beta_37': 2.2943212779293467, 'beta_38': -2.5239980976024956, 'beta_39': 2.236090461659005, 'beta_40': -1.1456819526138344, 'beta_41': 1.5170383749105982, 'beta_42': -0.7098527413934055, 'beta_43': -1.410229375467818, 'beta_44': 3.1138003781433063, 'beta_45': 3.127359677483769, 'beta_46': 2.2189900289022377, 'beta_47': -0.8556734606431879}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:47:49,357] Trial 97 finished with value: -31.792624701657772 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 1.2726099448972994, 'gamma_1': -1.1260396277318923, 'gamma_2': 0.8420085858268639, 'gamma_3': -0.3521623677673942, 'gamma_4': -1.380083938973983, 'gamma_5': -0.455314756335193, 'gamma_6': 0.0851317601178363, 'gamma_7': -0.3853282465201389, 'gamma_8': -0.5754494432299406, 'gamma_9': -0.8479582175083564, 'gamma_10': -0.8493078332817164, 'gamma_11': 3.1330175322519485, 'gamma_12': -0.3760544562419621, 'gamma_13': 1.8865126262238785, 'gamma_14': -1.562004642858194, 'gamma_15': -1.5348018174800808, 'gamma_16': 0.5985031613087022, 'gamma_17': 2.5911703318157855, 'gamma_18': 1.2850005203641883, 'gamma_19': 0.30863988829000566, 'gamma_20': -2.9401022494783526, 'gamma_21': 1.2452373285692684, 'gamma_22': 0.5200891990896707, 'gamma_23': -0.017729829235901648, 'gamma_24': -2.4553665826728017, 'gamma_25': 1.5863221428631917, 'gamma_26': 2.534025144629936, 'gamma_27': -1.0722266094115043, 'gamma_28': -1.0098585900494252, 'gamma_29': -2.871980471473867, 'gamma_30': 1.9327236468591398, 'gamma_31': 2.7004337388204207, 'gamma_32': -2.6225738296778376, 'gamma_33': 1.2746205433682558, 'gamma_34': -1.13734491410997, 'gamma_35': 0.3099520105099904, 'gamma_36': 2.7067238310919977, 'gamma_37': 2.8087647597690366, 'gamma_38': 0.24502676648626548, 'gamma_39': 1.3390683812446769, 'gamma_40': 1.7912595063078856, 'beta_0': 2.3025444942242315, 'beta_1': -1.9520287896969466, 'beta_2': -0.04971192109457345, 'beta_3': 1.4926138275407461, 'beta_4': -0.8338612636800892, 'beta_5': -0.8156218324753319, 'beta_6': 1.5794734030553244, 'beta_7': 1.2280490445326402, 'beta_8': -0.02682474206618539, 'beta_9': -0.18137232974598327, 'beta_10': 2.268850502389851, 'beta_11': 0.7088332909535024, 'beta_12': 0.7156361780334701, 'beta_13': 0.03747689534815571, 'beta_14': 1.2566833009816714, 'beta_15': 1.4904967231829795, 'beta_16': -0.47858884787144373, 'beta_17': -0.11386241304414646, 'beta_18': 0.9454748008173094, 'beta_19': 1.5783841808385346, 'beta_20': 3.1396974231723407, 'beta_21': -1.4043312720174947, 'beta_22': 1.8933167453989295, 'beta_23': 1.2663850392958176, 'beta_24': 1.4787895788511494, 'beta_25': -1.3834183236628788, 'beta_26': -1.4669345594925896, 'beta_27': -2.3123597082729055, 'beta_28': -0.8165695911799102, 'beta_29': 0.7153112814818454, 'beta_30': 0.2157112177649339, 'beta_31': -1.4967222131420637, 'beta_32': -0.9905034128277724, 'beta_33': -2.357468618642367, 'beta_34': -3.1412205574913568, 'beta_35': -0.22944701856819782, 'beta_36': -3.124447895513863, 'beta_37': -3.0406587983712416, 'beta_38': -1.1682653713313524, 'beta_39': 1.7762579287072708, 'beta_40': 1.169502374990414}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:48:30,767] Trial 98 finished with value: -31.415624966735606 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': 1.5008749210015038, 'gamma_1': -1.8465896506982256, 'gamma_2': -0.5070980382324303, 'gamma_3': 0.5406576846659222, 'gamma_4': -1.5993825651321267, 'gamma_5': -0.20077194482309527, 'gamma_6': -1.5404480468950432, 'gamma_7': -1.0619266459613184, 'gamma_8': -1.2001281370153594, 'gamma_9': -2.0672455497446696, 'gamma_10': 0.6341717216826102, 'gamma_11': 1.710015429238858, 'gamma_12': -1.9385619156463514, 'gamma_13': -3.056763045957826, 'gamma_14': 0.006511612847142412, 'gamma_15': 0.7641727734144964, 'gamma_16': 1.85405293743353, 'gamma_17': 1.049218686704196, 'gamma_18': -0.33332878472023064, 'gamma_19': -2.687477595518579, 'gamma_20': -2.0732382226267605, 'gamma_21': -1.8485617112936081, 'gamma_22': 2.422591875071658, 'gamma_23': -2.860214566549856, 'gamma_24': -1.9274703736429937, 'gamma_25': 1.0770942902824236, 'gamma_26': 2.031826266833442, 'gamma_27': 1.9367508459709106, 'gamma_28': -0.698885730388748, 'gamma_29': -3.108780304324583, 'gamma_30': 2.2553037882131526, 'gamma_31': 2.1648602764700335, 'gamma_32': -0.6207784729821477, 'gamma_33': -0.3707759493166417, 'gamma_34': -2.7136721270395125, 'gamma_35': -2.984462521217317, 'gamma_36': 2.3044100892729595, 'gamma_37': 1.8769744756512, 'gamma_38': -0.16745536998689503, 'gamma_39': 0.5308936182419348, 'gamma_40': -0.030404667797437668, 'gamma_41': 0.906862234814058, 'gamma_42': -1.3508331345591442, 'beta_0': 0.9991307434988124, 'beta_1': -2.905762115871498, 'beta_2': 0.713711096586289, 'beta_3': 2.475643169787893, 'beta_4': -0.9796191815890624, 'beta_5': -0.07943672321792651, 'beta_6': 2.179193301593502, 'beta_7': 0.7148749195151899, 'beta_8': 0.425367806637233, 'beta_9': -0.3458457289514938, 'beta_10': 3.018342752785046, 'beta_11': 0.15777335532947434, 'beta_12': 2.0336221919309954, 'beta_13': 2.173520258359956, 'beta_14': -0.23554534888198164, 'beta_15': 0.5679927074869016, 'beta_16': -2.5285816582369214, 'beta_17': -1.6007412969525858, 'beta_18': 2.3840199129724744, 'beta_19': 1.1056700087819935, 'beta_20': 2.197734618504405, 'beta_21': -0.7979482107488204, 'beta_22': 0.6773229271086791, 'beta_23': 1.0159379081384092, 'beta_24': 0.3420379474864131, 'beta_25': -2.1225486295294136, 'beta_26': -2.7650734712688854, 'beta_27': -0.0033422653383814597, 'beta_28': -2.1347515596014395, 'beta_29': 2.190911669322, 'beta_30': -1.126800405696308, 'beta_31': -2.683572326253712, 'beta_32': 1.4911930275790741, 'beta_33': 2.966029109163073, 'beta_34': -1.9168188169656684, 'beta_35': -0.5482571416932445, 'beta_36': -2.6904418095889513, 'beta_37': 2.7856184447672185, 'beta_38': -2.9887638477387215, 'beta_39': 2.55013473608857, 'beta_40': 0.4014282120799341, 'beta_41': 2.208481856549478, 'beta_42': -3.1089469635271}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:49:13,574] Trial 99 finished with value: -31.71150020257498 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 1.7417002556150427, 'gamma_1': -1.5919876784958857, 'gamma_2': 0.5852283640248097, 'gamma_3': -0.5563601486070103, 'gamma_4': -2.8625178746752176, 'gamma_5': -0.07252672016753203, 'gamma_6': -0.9208196745239531, 'gamma_7': -0.20225265137524454, 'gamma_8': -2.2305065186437263, 'gamma_9': 1.6446252499023315, 'gamma_10': -0.007346872220449607, 'gamma_11': 1.3487369990074993, 'gamma_12': -2.2100022612116845, 'gamma_13': 0.28273258509183574, 'gamma_14': 0.5521550899914002, 'gamma_15': 1.5182047556285183, 'gamma_16': 2.7182501427188783, 'gamma_17': 1.3866562797343387, 'gamma_18': -0.7083735643849427, 'gamma_19': 0.5592305342434263, 'gamma_20': -1.4950074099868376, 'gamma_21': 2.5151247038219604, 'gamma_22': 2.206256114008783, 'gamma_23': -0.978614432397701, 'gamma_24': 2.498343694768587, 'gamma_25': 1.3516168856402675, 'gamma_26': 2.872267322467868, 'gamma_27': 2.8657225383868004, 'gamma_28': 0.42680358359837245, 'gamma_29': -0.0760214104704593, 'gamma_30': 2.4728467922700914, 'gamma_31': -2.545441574370531, 'gamma_32': 0.4912624074385512, 'gamma_33': 0.8490774897541099, 'gamma_34': -1.6521913803229886, 'gamma_35': -0.6744575830108877, 'gamma_36': 3.139809672487828, 'gamma_37': 2.4755515302060793, 'gamma_38': 1.6096889496159468, 'gamma_39': -1.0740647946200994, 'gamma_40': -0.5371746634682584, 'gamma_41': 2.875384754081608, 'gamma_42': -3.1264241337639445, 'gamma_43': 0.7227402290492551, 'gamma_44': 0.5741436269110353, 'gamma_45': -1.548080025881587, 'beta_0': 1.7554140838861874, 'beta_1': -1.581081585619557, 'beta_2': 0.49728691715329304, 'beta_3': 1.2908511676184462, 'beta_4': -0.40841004995620284, 'beta_5': -0.2999188420300633, 'beta_6': 1.8067897061080262, 'beta_7': 1.4091399416748236, 'beta_8': 1.256234622963429, 'beta_9': 0.21555796053767656, 'beta_10': 2.803367269865603, 'beta_11': -2.214729570366762, 'beta_12': -1.9566372926421072, 'beta_13': 0.7580039768633678, 'beta_14': 0.6767057983095403, 'beta_15': 0.8180615083393963, 'beta_16': -0.6759960980860467, 'beta_17': -1.9608848492108533, 'beta_18': -0.12593590910913643, 'beta_19': 1.753111721537652, 'beta_20': -2.477501545860542, 'beta_21': -1.5902037388871795, 'beta_22': 2.156096359156227, 'beta_23': 1.7036239038041163, 'beta_24': -2.6423805726094116, 'beta_25': -1.1610886065969441, 'beta_26': -2.5550497274166237, 'beta_27': -2.068209046912234, 'beta_28': -2.2853665277515303, 'beta_29': -0.31760380667901145, 'beta_30': -0.8508479721320955, 'beta_31': -1.9855042992003844, 'beta_32': 2.1624132078470413, 'beta_33': 0.49437379495214984, 'beta_34': -2.663750423042428, 'beta_35': 3.1335265723610517, 'beta_36': -2.291109270969411, 'beta_37': -1.8893876794151765, 'beta_38': -0.09419538128443516, 'beta_39': 3.112521696281604, 'beta_40': -0.09474593323190941, 'beta_41': -0.3315074039574424, 'beta_42': 0.9554151372260776, 'beta_43': -2.89297290615912, 'beta_44': 1.2159262297500528, 'beta_45': 1.9764200227527162}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:49:55,861] Trial 100 finished with value: -31.680125211778044 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 0.9314358822396677, 'gamma_1': 1.6455501749163466, 'gamma_2': -0.8167321845063426, 'gamma_3': 0.019222151188661107, 'gamma_4': -1.7943909960789237, 'gamma_5': -0.9955834487704649, 'gamma_6': -1.1895404110623073, 'gamma_7': 0.18036279728438825, 'gamma_8': -0.16432464308978334, 'gamma_9': 0.6944657646556343, 'gamma_10': 1.1825313283632193, 'gamma_11': 1.8769532295596614, 'gamma_12': -0.9105683082853477, 'gamma_13': 1.5009302543460326, 'gamma_14': 0.1635728956758623, 'gamma_15': -0.5127562560904663, 'gamma_16': 2.2707463238899974, 'gamma_17': 2.4007379473525674, 'gamma_18': 1.4604514788586664, 'gamma_19': 1.93654149646077, 'gamma_20': -1.6648179847538451, 'gamma_21': 1.589538367162077, 'gamma_22': 1.870356713510623, 'gamma_23': 0.5009178284547853, 'gamma_24': -1.7607016423027138, 'gamma_25': 3.050683569177986, 'gamma_26': 2.355583774464818, 'gamma_27': -0.30423994346008, 'gamma_28': -2.0063208643329, 'gamma_29': -1.7292191875035556, 'gamma_30': 2.7014742063077706, 'gamma_31': 1.3828073829444145, 'gamma_32': 2.709098707887425, 'gamma_33': -0.8719481990411995, 'gamma_34': -0.5623556657164044, 'gamma_35': -2.592246245488118, 'gamma_36': 2.9484187667628476, 'gamma_37': 0.2939871882789764, 'gamma_38': -0.7318573467702287, 'gamma_39': 3.027821253090404, 'gamma_40': 1.0466509638400632, 'gamma_41': 0.4800696468143304, 'gamma_42': -1.0199302497935814, 'gamma_43': -1.3290859921720712, 'beta_0': 2.8502136573924988, 'beta_1': -2.415473047116376, 'beta_2': 0.3280337395004582, 'beta_3': 2.2732312809040955, 'beta_4': -1.3607513611968642, 'beta_5': -0.5752685659244736, 'beta_6': 2.8550456001830895, 'beta_7': 1.09351917550984, 'beta_8': 0.7054523966290693, 'beta_9': 0.4617601255022172, 'beta_10': -3.10312716025802, 'beta_11': -0.545324461503534, 'beta_12': -3.0263856688351014, 'beta_13': -0.5270493798006873, 'beta_14': -0.49012626053784136, 'beta_15': 0.06432406576548932, 'beta_16': -1.4707704023857349, 'beta_17': -0.9800761650879166, 'beta_18': 0.6883721495988467, 'beta_19': 2.7828949276194583, 'beta_20': -1.600741041439229, 'beta_21': -1.4046864554136944, 'beta_22': 2.9358735092405115, 'beta_23': 2.5278360404931446, 'beta_24': -2.3400903596650484, 'beta_25': -0.8261143783517616, 'beta_26': -2.272384436427688, 'beta_27': -2.858749404467695, 'beta_28': -1.9196837627687384, 'beta_29': 0.3761651466701016, 'beta_30': -2.781032117888628, 'beta_31': -0.8140831479268752, 'beta_32': 2.73940352918275, 'beta_33': 1.7942347891777524, 'beta_34': -1.4815706231653856, 'beta_35': 2.3185613693132865, 'beta_36': -2.9129626438682523, 'beta_37': 2.115436449222642, 'beta_38': -0.7204149080361035, 'beta_39': 1.5807474358823548, 'beta_40': 1.9360973526841363, 'beta_41': 2.923363687478192, 'beta_42': -1.6445281332240953, 'beta_43': -2.0656787026043957}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:50:41,860] Trial 101 finished with value: -32.40574987713651 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.4163154162693015, 'gamma_1': 1.3873814554334043, 'gamma_2': 0.22825460240049178, 'gamma_3': 0.3130403424429899, 'gamma_4': -2.7969430924275205, 'gamma_5': -0.39862887830696314, 'gamma_6': 1.2017917761005108, 'gamma_7': 1.517459528178616, 'gamma_8': -1.446898519802322, 'gamma_9': 2.889930177376775, 'gamma_10': 0.14409471820320596, 'gamma_11': 2.5672202412244634, 'gamma_12': -1.4418725105504475, 'gamma_13': 0.681913652828192, 'gamma_14': 0.6683476791330318, 'gamma_15': 1.153731087729566, 'gamma_16': 2.511281125271089, 'gamma_17': 1.8517496652249552, 'gamma_18': 0.3582438307303223, 'gamma_19': 0.782131171731075, 'gamma_20': -0.7987521653525043, 'gamma_21': 3.1050762652179893, 'gamma_22': -0.008177219582268025, 'gamma_23': 0.3079914727481173, 'gamma_24': -2.6274174370819683, 'gamma_25': 0.7099887736645082, 'gamma_26': 2.5533580138422876, 'gamma_27': 2.198819680556427, 'gamma_28': -0.8269440751873565, 'gamma_29': -0.7874072779468524, 'gamma_30': 1.767835500881449, 'gamma_31': 1.80621107142369, 'gamma_32': -1.9586593931939547, 'gamma_33': -0.5754726033008367, 'gamma_34': -2.073163935716645, 'gamma_35': -2.8325182125389836, 'gamma_36': 1.8057008800234173, 'gamma_37': 2.9321058293639894, 'gamma_38': 1.1768705534218131, 'gamma_39': 1.6119062653375191, 'gamma_40': 1.7126464591594706, 'gamma_41': 2.153292542203733, 'gamma_42': -1.6115261321339225, 'gamma_43': -1.1611663320741268, 'gamma_44': -0.07762466462755435, 'gamma_45': -0.45036982283840327, 'gamma_46': -0.14539174740324906, 'gamma_47': 0.12336838060181399, 'gamma_48': 1.8112388235250836, 'beta_0': 3.1259968341878164, 'beta_1': -2.517547965410106, 'beta_2': 0.6038666377576727, 'beta_3': 2.823112507596022, 'beta_4': 0.8815585234640294, 'beta_5': 0.22616181121117196, 'beta_6': 2.620751961861139, 'beta_7': 2.136666780181501, 'beta_8': 0.4224231612039758, 'beta_9': -1.240620129949502, 'beta_10': 2.8675043076411226, 'beta_11': 0.15418723433876597, 'beta_12': -1.1146226195912035, 'beta_13': 0.1403686802218197, 'beta_14': -0.6085375002729221, 'beta_15': 0.6429654469831881, 'beta_16': -0.7973261589540757, 'beta_17': -1.2297021044370895, 'beta_18': -0.4185053022341708, 'beta_19': -2.959555504542103, 'beta_20': -1.8254043922667045, 'beta_21': -1.8713037579059546, 'beta_22': 1.5686130739586952, 'beta_23': 1.3662416307414178, 'beta_24': -1.0352596600995412, 'beta_25': -1.5944532827132438, 'beta_26': -2.2918777090428453, 'beta_27': -3.1344805245884824, 'beta_28': -1.010591411801186, 'beta_29': -0.10421754515698682, 'beta_30': -2.3863303238963818, 'beta_31': -1.420244410449004, 'beta_32': -0.12164566739627547, 'beta_33': -0.6191740485577233, 'beta_34': -3.110773142216362, 'beta_35': 0.03282206701312784, 'beta_36': -2.7776019865905486, 'beta_37': 1.998569668296052, 'beta_38': -1.8251844643664725, 'beta_39': 2.301161354154476, 'beta_40': 0.05476983588023876, 'beta_41': 1.318348816150968, 'beta_42': 0.00862366482207752, 'beta_43': -1.6479706224275028, 'beta_44': 2.4118319353883884, 'beta_45': 2.5683455710386687, 'beta_46': -0.46499350331098654, 'beta_47': 0.10387409530019287, 'beta_48': -3.01365109631176}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:51:26,680] Trial 102 finished with value: -32.21737472357395 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.323142818223792, 'gamma_1': -1.2908726752492115, 'gamma_2': 0.45150310707099023, 'gamma_3': 0.19885667141261076, 'gamma_4': -2.6067054944130783, 'gamma_5': -0.32229633888807085, 'gamma_6': 0.4527414442155306, 'gamma_7': 0.7850475394879132, 'gamma_8': -1.3250255044414265, 'gamma_9': 2.240159428281642, 'gamma_10': 0.27586406187681467, 'gamma_11': 2.824686591749976, 'gamma_12': -1.3908541885397974, 'gamma_13': 0.7724065284932339, 'gamma_14': 0.8834613828399978, 'gamma_15': 0.8675535721862103, 'gamma_16': 2.8546083441837657, 'gamma_17': 1.8120279346159607, 'gamma_18': 0.4102055624685327, 'gamma_19': 1.0845381140281343, 'gamma_20': -1.2372861354119205, 'gamma_21': 2.243058976016599, 'gamma_22': 0.714173825320862, 'gamma_23': 0.7593974858969731, 'gamma_24': 3.121088483965435, 'gamma_25': 0.8609033581315861, 'gamma_26': 2.6810478950356185, 'gamma_27': 2.27338572074917, 'gamma_28': -0.44478198016154596, 'gamma_29': -0.5038740825558108, 'gamma_30': 2.0723554913885978, 'gamma_31': 2.411496436013695, 'gamma_32': -2.1151130149649684, 'gamma_33': -0.5541057121095734, 'gamma_34': -1.920682245919944, 'gamma_35': -2.217588421598083, 'gamma_36': 1.963839201120974, 'gamma_37': 2.614703700938619, 'gamma_38': 0.8657073958700289, 'gamma_39': 2.124951214872593, 'gamma_40': 2.3210012167688165, 'gamma_41': 3.1397716457010088, 'gamma_42': -2.2814737953218294, 'gamma_43': -0.9177856915276567, 'gamma_44': -1.1546442461335071, 'gamma_45': -0.8900764648429591, 'gamma_46': -0.30999639165122106, 'gamma_47': -2.033980446392242, 'gamma_48': 0.2840363086378285, 'gamma_49': 2.156497110504927, 'beta_0': 2.6715249862555437, 'beta_1': -2.671743152399488, 'beta_2': 0.060900904792780694, 'beta_3': 2.9908489663356375, 'beta_4': 0.46975331152711364, 'beta_5': 0.6050765993537177, 'beta_6': 2.432006143196407, 'beta_7': 1.4906533132138289, 'beta_8': 0.12905242698480848, 'beta_9': -1.1428823642677266, 'beta_10': 3.1296861428949967, 'beta_11': -0.07704504174233447, 'beta_12': -1.3017192343518362, 'beta_13': 0.28482597114479835, 'beta_14': -0.5098823772721879, 'beta_15': 0.35814022932749656, 'beta_16': -0.31663781511397815, 'beta_17': -1.152855341176505, 'beta_18': 0.053435822163475394, 'beta_19': -2.782024696175613, 'beta_20': -2.120555637232239, 'beta_21': -1.2256469235518381, 'beta_22': 1.765033785288062, 'beta_23': 1.418932706891522, 'beta_24': -1.3914366732129302, 'beta_25': -1.4436483170975734, 'beta_26': -2.379412149810378, 'beta_27': -3.012744234913803, 'beta_28': -1.1307783334997001, 'beta_29': -0.264074103407268, 'beta_30': -2.169987235959418, 'beta_31': -1.7249023414232298, 'beta_32': 0.2088708772660476, 'beta_33': -1.25774735749873, 'beta_34': -2.9619824730164757, 'beta_35': 0.22185071209995338, 'beta_36': -2.9508461936872714, 'beta_37': 1.6093054457817697, 'beta_38': -2.211291423887469, 'beta_39': 2.4153703788806125, 'beta_40': 0.17371533211484314, 'beta_41': 1.6794879386893262, 'beta_42': -0.10168639758466963, 'beta_43': -0.7131482124701386, 'beta_44': 1.6454901833239624, 'beta_45': 2.2395707938135683, 'beta_46': -1.5348408657817083, 'beta_47': -2.299904199323605, 'beta_48': -1.6446711245064056, 'beta_49': 1.1021571095617375}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:52:09,282] Trial 103 finished with value: -31.787375422490626 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 1.946278527817825, 'gamma_1': -1.3027388219414882, 'gamma_2': -0.06023831143931002, 'gamma_3': -0.16091061040162485, 'gamma_4': -2.972882527626302, 'gamma_5': -0.6868868958972512, 'gamma_6': 0.2406534320518816, 'gamma_7': -0.7356636235602512, 'gamma_8': -1.5554661222119965, 'gamma_9': 2.1698129122325684, 'gamma_10': -0.2832920856480556, 'gamma_11': 2.4526847029309833, 'gamma_12': -1.7909813660135463, 'gamma_13': 0.5951433852310847, 'gamma_14': 0.7135799621400636, 'gamma_15': 0.7954961331666527, 'gamma_16': 1.3468976775550432, 'gamma_17': 2.240668236354711, 'gamma_18': 0.7114187410530188, 'gamma_19': 1.6821803893487721, 'gamma_20': -0.5105540262531612, 'gamma_21': -0.912049744092365, 'gamma_22': 0.9835580308106665, 'gamma_23': 0.29168342689352006, 'gamma_24': -2.2973979012601684, 'gamma_25': -0.03045662723272132, 'gamma_26': 2.6223540762712996, 'gamma_27': 2.3581694082873317, 'gamma_28': -0.1287555972928336, 'gamma_29': -1.523021229091501, 'gamma_30': 1.8813445219607503, 'gamma_31': 1.748799877887097, 'gamma_32': -1.713981943182671, 'gamma_33': -0.6654142404974277, 'gamma_34': -2.195657031383758, 'gamma_35': -2.7652379112439243, 'gamma_36': 1.3135873923450387, 'gamma_37': 3.1242293104773093, 'gamma_38': 0.5999253457277615, 'gamma_39': 2.702792933668225, 'gamma_40': 2.0045116490353925, 'gamma_41': 2.526682320891613, 'gamma_42': -1.452034852724443, 'gamma_43': -0.35799256103683796, 'gamma_44': 0.11425808133503013, 'gamma_45': -1.0226767999969861, 'gamma_46': -1.41040828061247, 'beta_0': 2.993514200328202, 'beta_1': -2.7960157790523548, 'beta_2': 2.924420720643913, 'beta_3': 2.747071110548306, 'beta_4': 0.2747948401081465, 'beta_5': 0.02785666535456996, 'beta_6': 2.493945688261993, 'beta_7': 1.639142321955306, 'beta_8': -0.09737611869402785, 'beta_9': -0.9779277718015198, 'beta_10': 2.6572854490752085, 'beta_11': -0.4563467295944711, 'beta_12': -0.8003895259589558, 'beta_13': 1.91006423371175, 'beta_14': -1.1185006728258169, 'beta_15': 0.6191243828145037, 'beta_16': -0.9210499924226893, 'beta_17': -1.342220313402373, 'beta_18': 0.408465106555161, 'beta_19': -2.5091851900359616, 'beta_20': -1.8625366241980084, 'beta_21': -1.4896340723680246, 'beta_22': 1.6489542318202812, 'beta_23': -2.6481395931554412, 'beta_24': -0.25749515362989917, 'beta_25': -1.1215852572689093, 'beta_26': -1.7883191723249818, 'beta_27': -2.737040897172084, 'beta_28': -0.4048297570296069, 'beta_29': 2.602453877612661, 'beta_30': -1.7791535237991185, 'beta_31': -1.3306203886323926, 'beta_32': 0.39565478534671406, 'beta_33': -2.0975617867927534, 'beta_34': -2.7600435150948437, 'beta_35': 1.2432401004207132, 'beta_36': -2.6097693442714953, 'beta_37': 1.3328657031138609, 'beta_38': -2.037158519355349, 'beta_39': 2.799707323972405, 'beta_40': 0.8655382919725529, 'beta_41': 0.07946692035158988, 'beta_42': 0.32390772125882417, 'beta_43': -0.0461882653539917, 'beta_44': 2.0989474322923023, 'beta_45': 2.8376598500948624, 'beta_46': 1.176256217782189}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:52:47,560] Trial 104 finished with value: -32.00150009125058 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 1.0768133220779643, 'gamma_1': -1.4329972227473675, 'gamma_2': 0.20394180885269075, 'gamma_3': 2.419476050455537, 'gamma_4': -2.15162067491788, 'gamma_5': 3.112357976092283, 'gamma_6': 0.5501507310320302, 'gamma_7': 0.4016369369142193, 'gamma_8': -0.9638881514993226, 'gamma_9': -1.8260705213697883, 'gamma_10': 0.47506294494536866, 'gamma_11': 2.2361571410421246, 'gamma_12': -1.2640862015891177, 'gamma_13': 0.946810781507795, 'gamma_14': 0.47529229991918276, 'gamma_15': 0.5965561267174022, 'gamma_16': 2.6612999941085174, 'gamma_17': 2.087989837918546, 'gamma_18': -0.13093860848455235, 'gamma_19': 1.3111784655310177, 'gamma_20': -0.9388655102105775, 'gamma_21': -2.317108252453778, 'gamma_22': -0.25045588912961103, 'gamma_23': -3.1392060690853163, 'gamma_24': -2.599410641160925, 'gamma_25': 0.2399457361974937, 'gamma_26': 1.1596111545355363, 'gamma_27': 2.4946199123401875, 'gamma_28': -1.7217466002767847, 'gamma_29': -1.166454816953178, 'gamma_30': 1.5264908479164085, 'gamma_31': 1.0111550721429798, 'gamma_32': -1.2960380206353779, 'gamma_33': -0.13883787390138386, 'gamma_34': -2.6687315925083595, 'gamma_35': -2.3748755946866935, 'gamma_36': 2.5945260705007986, 'gamma_37': 2.01937064777307, 'gamma_38': 1.2163927665120808, 'beta_0': 2.127538076155371, 'beta_1': -2.150129739648771, 'beta_2': -2.6686631063460142, 'beta_3': 3.126545307623924, 'beta_4': 0.5519671133980616, 'beta_5': 0.37075611979815065, 'beta_6': 2.2699839204881043, 'beta_7': 1.8351068166878521, 'beta_8': 0.2643135853222127, 'beta_9': -0.7505611301349862, 'beta_10': 3.01312609481808, 'beta_11': 0.4246395394911905, 'beta_12': -1.5745326397651753, 'beta_13': -0.11340242754811491, 'beta_14': -0.7419531748499754, 'beta_15': 0.8619416390673295, 'beta_16': -1.1170885287983396, 'beta_17': -1.8383307852062323, 'beta_18': 1.7280494394826327, 'beta_19': -3.106775859288821, 'beta_20': -2.22079971043736, 'beta_21': -1.0065961462533608, 'beta_22': 1.4398270595848672, 'beta_23': 0.8175323601039023, 'beta_24': -1.8623192477283157, 'beta_25': -0.5838445168956595, 'beta_26': -2.705850460791988, 'beta_27': -2.547015270310063, 'beta_28': -1.317146596861747, 'beta_29': 1.9424018630104578, 'beta_30': -2.2505304150656698, 'beta_31': -1.0632934397184335, 'beta_32': 0.12207369472007853, 'beta_33': 2.656471309796545, 'beta_34': 0.4026710210022446, 'beta_35': 0.2523554278707212, 'beta_36': -2.4395101028451562, 'beta_37': 2.947955300465673, 'beta_38': -1.463253011287586}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:53:32,764] Trial 105 finished with value: -31.273499956770806 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.6593415924287067, 'gamma_1': -2.177939027798428, 'gamma_2': 0.12706653268309076, 'gamma_3': 0.6030971497177249, 'gamma_4': -2.3895493558907392, 'gamma_5': -0.559954050162889, 'gamma_6': -0.5778221646909867, 'gamma_7': -0.02285189956198002, 'gamma_8': -1.133732092525458, 'gamma_9': 2.0097698808669535, 'gamma_10': 0.9245391313622148, 'gamma_11': 2.0345572951382502, 'gamma_12': -1.6206443880379218, 'gamma_13': -0.36990875725762773, 'gamma_14': 1.0841856233712845, 'gamma_15': 0.37325042430094274, 'gamma_16': 3.120645284119562, 'gamma_17': 1.7011166590517344, 'gamma_18': 0.26603111052904815, 'gamma_19': 0.8332694882158347, 'gamma_20': -2.2315260888893707, 'gamma_21': -1.3010485548080735, 'gamma_22': 0.33711995222551094, 'gamma_23': -1.3233222311942165, 'gamma_24': -2.9716397714800746, 'gamma_25': 0.6778554383087164, 'gamma_26': 2.8835885664181493, 'gamma_27': 1.8511538596609525, 'gamma_28': -0.716343769857183, 'gamma_29': -0.3217493706722584, 'gamma_30': 2.3201385529594583, 'gamma_31': 1.5227971123475994, 'gamma_32': 3.0257799966489882, 'gamma_33': -1.13622576947766, 'gamma_34': -2.3773598664301874, 'gamma_35': -2.960294675373009, 'gamma_36': 1.715817269403297, 'gamma_37': 1.2365508414888275, 'gamma_38': 1.9603878995726143, 'gamma_39': 0.9323848013200705, 'gamma_40': 1.3042257791199745, 'gamma_41': 1.7732958049655392, 'gamma_42': -1.8427663600147834, 'gamma_43': -1.9211508029139062, 'gamma_44': -1.386407268710744, 'gamma_45': -0.5138173671936597, 'gamma_46': 1.2794347729400088, 'gamma_47': 1.596271734754993, 'gamma_48': 2.3128342270622184, 'beta_0': 2.4213175799710482, 'beta_1': -3.0051881837898398, 'beta_2': 0.523013203991792, 'beta_3': 2.0614956261913537, 'beta_4': -0.2696576878742623, 'beta_5': -0.9712200829991904, 'beta_6': 3.14109300781977, 'beta_7': -0.11914685419423195, 'beta_8': -0.9939754478773464, 'beta_9': -1.672814534841813, 'beta_10': 2.8417648701526534, 'beta_11': -1.5036115238038934, 'beta_12': -1.7643456498817098, 'beta_13': 0.5868950728959561, 'beta_14': -0.3689788299347223, 'beta_15': 1.0108369422195576, 'beta_16': -0.25509769930873116, 'beta_17': -0.7810501094270941, 'beta_18': -0.5730658816891747, 'beta_19': 1.3126843906911132, 'beta_20': -1.9277810187579296, 'beta_21': 0.05133699997310226, 'beta_22': 1.2622924356967933, 'beta_23': 1.142591380076827, 'beta_24': -0.7167004802128981, 'beta_25': -1.894407148532911, 'beta_26': -2.93141771146421, 'beta_27': -3.028508296968347, 'beta_28': -1.6038053949393682, 'beta_29': -0.581206956476601, 'beta_30': -1.4485656983429451, 'beta_31': -0.3093886486171658, 'beta_32': 3.111595789437773, 'beta_33': -1.5707261815232576, 'beta_34': -2.553605116193308, 'beta_35': 0.7461925479151419, 'beta_36': 0.1755514797102818, 'beta_37': 2.520201016434795, 'beta_38': -2.3447900232140633, 'beta_39': 1.2836556657085028, 'beta_40': 0.41102919530757265, 'beta_41': 2.340180988149609, 'beta_42': -0.3205375117525405, 'beta_43': 0.511343348598043, 'beta_44': 2.564717482159125, 'beta_45': 1.5571646049563332, 'beta_46': -0.3185742380828931, 'beta_47': 1.2823308981454207, 'beta_48': -0.7500792156921314}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:54:09,974] Trial 106 finished with value: -31.879501231132704 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': 2.1211167225146954, 'gamma_1': -0.9755670065843699, 'gamma_2': -2.605481621802, 'gamma_3': 0.2863209844845853, 'gamma_4': -2.03121831338239, 'gamma_5': 0.18912079105138824, 'gamma_6': -1.6752602613861836, 'gamma_7': -0.13271458557327873, 'gamma_8': -1.7898130972970412, 'gamma_9': 2.5266313834697938, 'gamma_10': 0.20468029022743178, 'gamma_11': 2.6284504194708265, 'gamma_12': -0.6507786452462359, 'gamma_13': 1.3346206993160787, 'gamma_14': -0.29521784906868653, 'gamma_15': 0.05148265194786611, 'gamma_16': 0.9877480244157932, 'gamma_17': 1.5150793627153027, 'gamma_18': 0.07600444310716448, 'gamma_19': 0.7131151963253679, 'gamma_20': -1.9460286600419914, 'gamma_21': 1.763020526500396, 'gamma_22': 0.15880967245764732, 'gamma_23': -0.2636565910538382, 'gamma_24': 2.8259489620882823, 'gamma_25': 2.4343962944236943, 'gamma_26': 1.4853529117966162, 'gamma_27': 1.4237500962177396, 'gamma_28': -1.1112265548124332, 'gamma_29': -0.9536764745560043, 'gamma_30': 2.8937782976536672, 'gamma_31': 2.1584280293346585, 'gamma_32': -2.1270987108750274, 'gamma_33': 0.11270957221799505, 'gamma_34': 0.38499842500565573, 'gamma_35': -0.23819357622582615, 'beta_0': 1.8677288582779188, 'beta_1': -2.404822455450587, 'beta_2': -0.28086402650932907, 'beta_3': 0.8651970297275433, 'beta_4': -0.05840518874695158, 'beta_5': 0.1554371868583555, 'beta_6': 2.713750397727732, 'beta_7': 0.9561397203312543, 'beta_8': 0.3894602790077085, 'beta_9': -1.207694801938931, 'beta_10': 2.549440050783732, 'beta_11': 0.05123648941677583, 'beta_12': -1.487471008407411, 'beta_13': 0.42879235920424646, 'beta_14': -1.4032096266954435, 'beta_15': -0.40757444815425325, 'beta_16': -0.4300022685864487, 'beta_17': -0.24470799130535237, 'beta_18': 1.2542745138715605, 'beta_19': 0.9052169911681975, 'beta_20': -1.3573538901657183, 'beta_21': -0.7620743258685467, 'beta_22': 2.0123705713389826, 'beta_23': 0.5833117939584456, 'beta_24': 2.8890088084026746, 'beta_25': -2.5832498155218127, 'beta_26': -2.0535194770338685, 'beta_27': -2.775239548038706, 'beta_28': -1.103161561812667, 'beta_29': 0.08398784893373579, 'beta_30': -0.0771177002189869, 'beta_31': -2.3390990108102137, 'beta_32': 0.7263701026639253, 'beta_33': -3.086036572930472, 'beta_34': -2.1815088975245196, 'beta_35': -0.15697926730785708}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:54:38,270] Trial 107 finished with value: -32.38212495049966 and parameters: {'optimizer': 'COBYLA', 'reps': 23, 'gamma_0': 1.5088212881916576, 'gamma_1': -1.7193339062970454, 'gamma_2': 0.7450231032646857, 'gamma_3': 0.975077179879037, 'gamma_4': -2.6838335704675482, 'gamma_5': -0.33442786721616646, 'gamma_6': -0.39761820198528486, 'gamma_7': 0.5336528323879395, 'gamma_8': -2.3856356909416663, 'gamma_9': -1.5182046775454325, 'gamma_10': -2.398384990515598, 'gamma_11': 2.9983544539119675, 'gamma_12': -0.9990430818646828, 'gamma_13': 1.2333893130688391, 'gamma_14': 0.27946378224389845, 'gamma_15': 1.3867478085330478, 'gamma_16': 2.0657888181684605, 'gamma_17': 0.6860767062648845, 'gamma_18': 0.6268306866249399, 'gamma_19': -1.1643657022675598, 'gamma_20': -2.542679230933107, 'gamma_21': 2.110468131938193, 'gamma_22': 1.4361619358231628, 'beta_0': -0.4450872383155379, 'beta_1': -2.53637235476382, 'beta_2': -0.767262994877324, 'beta_3': 1.053322744199908, 'beta_4': -1.1970329221943112, 'beta_5': -0.18629233424544647, 'beta_6': 3.02430979221539, 'beta_7': 1.421573422621019, 'beta_8': -0.29471409996895326, 'beta_9': -1.5264796878981932, 'beta_10': 1.8399350797647533, 'beta_11': -0.21351803000676284, 'beta_12': -2.098163194648045, 'beta_13': -0.2973718798823538, 'beta_14': 0.5335349124002692, 'beta_15': -0.22079838109836336, 'beta_16': -0.6908483679522774, 'beta_17': -1.5431877727901748, 'beta_18': 0.24242678916806426, 'beta_19': 1.4807403351715482, 'beta_20': -1.6758626131393892, 'beta_21': -2.1122556559485424, 'beta_22': 2.5431799108009763}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:56:05,187] Trial 108 finished with value: -25.266125124852906 and parameters: {'optimizer': 'SPSA', 'reps': 48, 'gamma_0': 1.4014114563586213, 'gamma_1': -1.1546925303604239, 'gamma_2': 0.5015831098660768, 'gamma_3': 0.4499536223936248, 'gamma_4': -3.029203316254455, 'gamma_5': 0.0574557945390165, 'gamma_6': 0.8906910366889563, 'gamma_7': -0.5227307159921252, 'gamma_8': -2.068473906574078, 'gamma_9': -1.1192704845655899, 'gamma_10': 0.6214418150863681, 'gamma_11': 2.3506358195740775, 'gamma_12': 1.7465436719712824, 'gamma_13': 0.6158985452530131, 'gamma_14': -0.4824821860712724, 'gamma_15': 1.0619323862701855, 'gamma_16': 1.67052557738388, 'gamma_17': 2.7399518862058465, 'gamma_18': -0.610303495392507, 'gamma_19': 1.4701686684898683, 'gamma_20': 0.11922166451973848, 'gamma_21': -1.465976124864708, 'gamma_22': 2.705278840607273, 'gamma_23': -0.6000484378253155, 'gamma_24': -2.0342378328783934, 'gamma_25': 0.41718858782356705, 'gamma_26': 2.181010961469256, 'gamma_27': 2.038135708385305, 'gamma_28': -2.4421175546184375, 'gamma_29': -0.6079605771577257, 'gamma_30': 2.1876281534472746, 'gamma_31': 2.6097353501875595, 'gamma_32': 2.491487992027247, 'gamma_33': -0.42584925789212713, 'gamma_34': -2.9919664882379347, 'gamma_35': -1.7043163030509678, 'gamma_36': 2.1387211748482753, 'gamma_37': 2.382635485515338, 'gamma_38': -1.7906650335627412, 'gamma_39': 2.3758667848453365, 'gamma_40': 0.5234116467149704, 'gamma_41': -1.3768984531248032, 'gamma_42': -1.1601697840420435, 'gamma_43': -1.4266374253752703, 'gamma_44': -0.42104016837004676, 'gamma_45': -0.040948404862894194, 'gamma_46': 0.3273800696057161, 'gamma_47': -0.4208655566300403, 'beta_0': 2.8925042576295845, 'beta_1': -2.8875915541264523, 'beta_2': 1.0244740721058125, 'beta_3': 1.7543767531808214, 'beta_4': 0.7788134098321217, 'beta_5': -0.4458094302438771, 'beta_6': 2.0250024269410054, 'beta_7': 0.5752279564973779, 'beta_8': 0.960029212566766, 'beta_9': -0.5570883185435866, 'beta_10': 2.4282803683068614, 'beta_11': -2.597613564239445, 'beta_12': -2.579474880289767, 'beta_13': 2.341556356261939, 'beta_14': -1.6963184250895489, 'beta_15': 0.7714506928665082, 'beta_16': -1.1540973119929425, 'beta_17': -0.46648635296999713, 'beta_18': -0.18088277066097097, 'beta_19': 0.3421229314726082, 'beta_20': -1.1334158447449691, 'beta_21': -1.6795840299301916, 'beta_22': 1.675985303273142, 'beta_23': 1.8428434280593144, 'beta_24': 1.2828104232141375, 'beta_25': -2.9229374709493214, 'beta_26': -2.523774417808658, 'beta_27': -2.406009479596482, 'beta_28': -0.7032650141136467, 'beta_29': 1.177869127793977, 'beta_30': -2.5096539315737694, 'beta_31': -1.5552589349361485, 'beta_32': -0.36260979069256205, 'beta_33': -0.9021757020550416, 'beta_34': -2.974081213688232, 'beta_35': -0.455009036296242, 'beta_36': -2.1291845307197472, 'beta_37': 1.9564207957432336, 'beta_38': -2.4896950998098815, 'beta_39': 2.0765261808383935, 'beta_40': -0.22538024338763768, 'beta_41': 1.2913979290900757, 'beta_42': 1.4168901917178018, 'beta_43': -1.3437963667213386, 'beta_44': 2.7607748497411086, 'beta_45': 0.7706822507265207, 'beta_46': 0.5557770076139106, 'beta_47': -0.570940346418334}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 13:56:47,714] Trial 109 finished with value: -31.92862623234781 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 0.5246886726845259, 'gamma_1': 1.8830239173777197, 'gamma_2': -0.6782777357890692, 'gamma_3': 0.09010861593359368, 'gamma_4': -2.210333644096645, 'gamma_5': -2.9952869100954618, 'gamma_6': -0.15360255781527343, 'gamma_7': -1.2750647038108096, 'gamma_8': -0.7692596712498923, 'gamma_9': 1.4329766715103713, 'gamma_10': -0.13222692492466148, 'gamma_11': 2.8325760559378277, 'gamma_12': -0.8176023441509398, 'gamma_13': 0.0747028028036476, 'gamma_14': 0.5573886778073014, 'gamma_15': -1.141553142111728, 'gamma_16': -0.23033141100359478, 'gamma_17': 1.2483255830805655, 'gamma_18': -0.4011977564712189, 'gamma_19': -0.8086315124643235, 'gamma_20': -1.272397777035069, 'gamma_21': 2.8034618723149216, 'gamma_22': 2.8640561395429707, 'gamma_23': 0.024606993108889252, 'gamma_24': -2.7748149037354826, 'gamma_25': 1.226203123784052, 'gamma_26': 3.0207093063805317, 'gamma_27': -2.6705485439478336, 'gamma_28': -1.3993465761685915, 'gamma_29': -2.6463616786869424, 'gamma_30': 1.7310148057648567, 'gamma_31': 2.927763523540114, 'gamma_32': -0.3086060701327723, 'gamma_33': -0.964330613780536, 'gamma_34': -1.5754226896311196, 'gamma_35': -2.6557834168901793, 'gamma_36': 2.503068660623436, 'gamma_37': 2.810573810929422, 'gamma_38': -1.2775119448112122, 'gamma_39': 1.4365087972483246, 'gamma_40': 2.785905091330495, 'gamma_41': 2.1532175764067576, 'gamma_42': -0.635401832606698, 'gamma_43': -1.227543539747156, 'gamma_44': -2.327292259500539, 'gamma_45': 2.508579070781505, 'beta_0': 3.079237358193407, 'beta_1': -2.0237932849785465, 'beta_2': -0.1256065102648685, 'beta_3': 2.1372614286785065, 'beta_4': 0.14843540715632875, 'beta_5': -0.7160437063843892, 'beta_6': 2.544526312816825, 'beta_7': 0.09879837759106924, 'beta_8': 1.961055067119843, 'beta_9': -0.04986536326140757, 'beta_10': 2.257225926848756, 'beta_11': -2.9027374609257692, 'beta_12': -2.3457239984725673, 'beta_13': 0.3310289317586123, 'beta_14': -0.12197027126031224, 'beta_15': 1.2005864691181334, 'beta_16': -3.015658963806367, 'beta_17': -0.9923291548935289, 'beta_18': 2.865149638909774, 'beta_19': -2.694482171797583, 'beta_20': 2.84351667678984, 'beta_21': -0.5599448104820818, 'beta_22': 2.3833811501533773, 'beta_23': 1.6258810291054946, 'beta_24': 1.642853931660032, 'beta_25': 3.1354523784901827, 'beta_26': -3.1357148615043267, 'beta_27': -1.3291365189399487, 'beta_28': -2.5656769212004984, 'beta_29': 1.5819800712117504, 'beta_30': -1.8696007622755593, 'beta_31': -1.8100743686929608, 'beta_32': 0.5512276675394268, 'beta_33': 0.0844875219026271, 'beta_34': 3.0796994136507783, 'beta_35': -0.788188308657616, 'beta_36': -3.010422617504349, 'beta_37': 1.8093230639906719, 'beta_38': -1.7314884093841403, 'beta_39': 2.6154936027733666, 'beta_40': 1.3466572442733187, 'beta_41': -2.651173374322053, 'beta_42': -0.16231105989341574, 'beta_43': -2.177048635802026, 'beta_44': 1.839022509759804, 'beta_45': 0.8535234871808043}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:11:34,608] Trial 110 finished with value: -28.244125064257886 and parameters: {'optimizer': 'QN-SPSA', 'reps': 51, 'gamma_0': 1.24572926814684, 'gamma_1': -0.6480771368742209, 'gamma_2': -0.9872135320576632, 'gamma_3': 0.8244825183204034, 'gamma_4': 0.44043227624132136, 'gamma_5': 2.80911536220431, 'gamma_6': 0.065095755821138, 'gamma_7': -0.308820375793158, 'gamma_8': -1.3498583487072002, 'gamma_9': -0.05853267967493514, 'gamma_10': 1.3785416688890002, 'gamma_11': 2.0818608276959893, 'gamma_12': -1.467282747626005, 'gamma_13': 0.8005390832463286, 'gamma_14': -1.9976663382169362, 'gamma_15': -0.8410635905211533, 'gamma_16': 2.53698244801525, 'gamma_17': 1.9565342266921926, 'gamma_18': -0.9677876123675941, 'gamma_19': 2.936176231008636, 'gamma_20': -0.14978121256667348, 'gamma_21': 1.4786240691630999, 'gamma_22': -0.5632563000507309, 'gamma_23': 0.7385346288311043, 'gamma_24': -2.391100433115773, 'gamma_25': 1.0675243071557063, 'gamma_26': 1.7695444833362353, 'gamma_27': 1.6743060594360482, 'gamma_28': 0.20520660993801168, 'gamma_29': 0.1951469199284281, 'gamma_30': 2.538708854359797, 'gamma_31': 1.9671835807355338, 'gamma_32': 0.07514647801563024, 'gamma_33': 0.4154299241877459, 'gamma_34': -1.7697541844115432, 'gamma_35': -2.07470786521064, 'gamma_36': 2.7358370724965337, 'gamma_37': 3.1359465440207237, 'gamma_38': 0.35835196562687566, 'gamma_39': -2.2924614663922993, 'gamma_40': 1.06870269555379, 'gamma_41': 1.5404789855723586, 'gamma_42': -2.831885806841606, 'gamma_43': -0.8573819074913085, 'gamma_44': 1.2962826137040078, 'gamma_45': 1.007327413165129, 'gamma_46': -0.7107206330028364, 'gamma_47': -1.3517743910228637, 'gamma_48': -0.5921219934436324, 'gamma_49': -1.0185740996461916, 'gamma_50': -0.9074714478810069, 'beta_0': 2.711609068174688, 'beta_1': -2.7089459321001765, 'beta_2': 0.7732319704982965, 'beta_3': 2.532932488252576, 'beta_4': -0.6177841242460179, 'beta_5': 0.4653472750135672, 'beta_6': 2.849676527208736, 'beta_7': 1.2189918411603902, 'beta_8': -0.47646152724395185, 'beta_9': -0.2621188333518352, 'beta_10': 1.59054247505797, 'beta_11': 0.21780695567704084, 'beta_12': -1.2258903684221343, 'beta_13': 0.17158602780649054, 'beta_14': -0.6638789861641639, 'beta_15': 0.08420813912778119, 'beta_16': 0.09028941606225804, 'beta_17': -1.6820144123719831, 'beta_18': 1.5953287544727341, 'beta_19': -2.9158193757315405, 'beta_20': 1.4514929568985018, 'beta_21': -1.1297784852691173, 'beta_22': 1.904241730176123, 'beta_23': 1.4522415187333169, 'beta_24': 0.6367815845470405, 'beta_25': -2.2890481989347427, 'beta_26': -2.2709391112249624, 'beta_27': -2.6158667784287366, 'beta_28': -2.9044849170546185, 'beta_29': 0.02571329665733446, 'beta_30': -0.42029750472048527, 'beta_31': -1.178518637373502, 'beta_32': 2.9316007900736296, 'beta_33': -2.340084994109998, 'beta_34': -3.124501853372241, 'beta_35': -1.494125849281041, 'beta_36': -2.7636705945158613, 'beta_37': 1.0517241555563164, 'beta_38': -0.5893186148724836, 'beta_39': 2.932820560588854, 'beta_40': 1.6974136553820927, 'beta_41': 1.962574109444333, 'beta_42': -0.78220415865266, 'beta_43': -2.7241355287275835, 'beta_44': -0.15678021232876227, 'beta_45': 2.224900041687715, 'beta_46': 1.5737242808424823, 'beta_47': -1.798977139901446, 'beta_48': -2.3780850176481767, 'beta_49': -1.4054525055671536, 'beta_50': -3.0731995966520897}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:12:17,599] Trial 111 finished with value: -31.85100019039222 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.4462714085437343, 'gamma_1': -1.411314819155507, 'gamma_2': 1.126490820234802, 'gamma_3': 0.3643709372110292, 'gamma_4': -2.8404008657196083, 'gamma_5': -0.18075675456293583, 'gamma_6': -0.24696105567819723, 'gamma_7': 0.9033351028456429, 'gamma_8': -1.6553370214980976, 'gamma_9': 1.9599790059501374, 'gamma_10': 0.8181001022348557, 'gamma_11': 2.435180959442274, 'gamma_12': -1.1427504815475897, 'gamma_13': -0.8663984496303774, 'gamma_14': -0.07011413465270794, 'gamma_15': 0.71420276173489, 'gamma_16': 2.967636013963824, 'gamma_17': 1.7651474438378438, 'gamma_18': 0.5437389405148523, 'gamma_19': 0.9059560042161369, 'gamma_20': -1.5398835838556344, 'gamma_21': 1.1038747260368669, 'gamma_22': 0.4449300336528087, 'gamma_23': 0.5890779351554822, 'gamma_24': -2.6604902483873074, 'gamma_25': 0.7836236163557436, 'gamma_26': 2.178741725986248, 'gamma_27': 1.7822709410426079, 'gamma_28': -0.84845610111654, 'gamma_29': -0.6945881947391046, 'gamma_30': 0.31855389905997966, 'gamma_31': 1.2868543369545848, 'gamma_32': -1.8575630016467743, 'gamma_33': -0.501297138672773, 'gamma_34': -2.2314164196840864, 'gamma_35': -2.7587328194234026, 'gamma_36': 1.4679647483833573, 'gamma_37': 2.9912478941875404, 'gamma_38': 1.106470903877475, 'gamma_39': 2.489108835275737, 'gamma_40': 1.444654934647482, 'gamma_41': 2.6882718353031705, 'gamma_42': -0.1791503868614236, 'gamma_43': -0.7641770179377985, 'gamma_44': -0.8566005507024702, 'beta_0': 2.5643206886197403, 'beta_1': -3.025345760624431, 'beta_2': 0.6470807829082719, 'beta_3': 2.902244963752598, 'beta_4': 0.3863848957263748, 'beta_5': 0.2897206769545756, 'beta_6': 2.2855673997327823, 'beta_7': 1.770606669403897, 'beta_8': 1.0815041524076832, 'beta_9': -0.9995056852907298, 'beta_10': 2.728348787533149, 'beta_11': -0.9383117299738655, 'beta_12': -1.6721475642644072, 'beta_13': 0.0023148190254065337, 'beta_14': -0.4472794698086307, 'beta_15': 0.737975485644687, 'beta_16': -0.7809879542927852, 'beta_17': -0.8075525815504139, 'beta_18': -0.3265631061386164, 'beta_19': -3.0729392925628556, 'beta_20': -1.4693532227786863, 'beta_21': -1.305664918900025, 'beta_22': 1.41112946134996, 'beta_23': 1.5182454560696856, 'beta_24': -0.835085807419146, 'beta_25': -1.5420778814950538, 'beta_26': -1.9744279525869164, 'beta_27': -3.1246803402319263, 'beta_28': -1.783768062540638, 'beta_29': -0.25628414027964214, 'beta_30': -2.6949610007637914, 'beta_31': -1.4856754827707035, 'beta_32': 0.926125970305279, 'beta_33': -1.4584783437671247, 'beta_34': -3.118855150997036, 'beta_35': 0.07812079520897877, 'beta_36': -2.7282212942388986, 'beta_37': 2.090739726196107, 'beta_38': -2.8290141026339084, 'beta_39': 2.688446849297852, 'beta_40': -0.40131106252174703, 'beta_41': 2.0353699106987397, 'beta_42': 0.2947650286606926, 'beta_43': -1.7252531835613505, 'beta_44': 2.253378702950097}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:12:55,645] Trial 112 finished with value: -31.34475012972809 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 1.6493243259694395, 'gamma_1': -1.5158913899299888, 'gamma_2': 1.2937232298899668, 'gamma_3': 0.7037866119199804, 'gamma_4': -3.1311603860478487, 'gamma_5': -0.914839685498531, 'gamma_6': -0.06580649768622532, 'gamma_7': 0.7624316279280969, 'gamma_8': -1.7662025004521553, 'gamma_9': 1.5633135839093302, 'gamma_10': 0.5306131897999127, 'gamma_11': 2.671452152315368, 'gamma_12': -1.5683619126277688, 'gamma_13': 0.9895220056477795, 'gamma_14': -0.15599715056020977, 'gamma_15': 0.9374625483141087, 'gamma_16': 2.6249720517058526, 'gamma_17': -0.6006541772503026, 'gamma_18': 0.8144669970346302, 'gamma_19': -2.037795318961085, 'gamma_20': -0.8782739016964873, 'gamma_21': 2.9680537564152996, 'gamma_22': 0.6063162116998555, 'gamma_23': 0.21393171598576255, 'gamma_24': -3.1311417301730398, 'gamma_25': 0.5934339564419028, 'gamma_26': 2.4521083601303326, 'gamma_27': 2.8587694412604936, 'gamma_28': -0.8136907159143523, 'gamma_29': -0.7929036338743151, 'gamma_30': 1.113045124181311, 'gamma_31': 1.625997315972785, 'gamma_32': -1.5067051881388618, 'gamma_33': -0.7611312787897205, 'gamma_34': -2.1143792231331413, 'gamma_35': -3.092249752256996, 'gamma_36': 1.9319079426608998, 'gamma_37': -2.208216429709918, 'gamma_38': 0.9068860449623106, 'gamma_39': 2.0213672744444913, 'gamma_40': 2.0944669445004114, 'gamma_41': 2.383971229973818, 'beta_0': -1.4391047279159683, 'beta_1': -2.865332475011642, 'beta_2': 0.3490977909174577, 'beta_3': 2.3214366754012827, 'beta_4': 0.3651066725646764, 'beta_5': 0.8038761210880395, 'beta_6': 2.555544191969654, 'beta_7': 2.049074112351734, 'beta_8': 2.8633480994586153, 'beta_9': -1.0899681988031318, 'beta_10': 2.658283462530938, 'beta_11': -0.39097015283671777, 'beta_12': -1.3500992220007069, 'beta_13': 0.8490093562458451, 'beta_14': -0.24684647791504788, 'beta_15': 0.4129642697039614, 'beta_16': -0.8846651704252391, 'beta_17': -0.6430403744669457, 'beta_18': -0.913839388667864, 'beta_19': -3.139615250509417, 'beta_20': -0.8042100550603741, 'beta_21': -1.5159474071039793, 'beta_22': 1.0778973754218222, 'beta_23': 1.270984017059342, 'beta_24': -0.45092863790256293, 'beta_25': -1.4229965140080747, 'beta_26': -2.159749303504584, 'beta_27': -2.918063546610208, 'beta_28': -2.0597866841363817, 'beta_29': -0.4477654219028042, 'beta_30': -1.617303334382297, 'beta_31': -2.0821952419990986, 'beta_32': 0.7701111815931144, 'beta_33': -1.0973221084575404, 'beta_34': -2.7550773139820333, 'beta_35': 0.34631714489117393, 'beta_36': -2.4168101991915703, 'beta_37': 1.5971511644940983, 'beta_38': -1.9873639668832253, 'beta_39': 2.4114956731471304, 'beta_40': -0.9410695644310509, 'beta_41': 2.235505450222753}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:13:36,437] Trial 113 finished with value: -31.99762515271752 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.841925520620554, 'gamma_1': -1.6805667029139852, 'gamma_2': -0.2088031913795642, 'gamma_3': 1.128892287980468, 'gamma_4': -2.549794173059872, 'gamma_5': -0.8526894209756645, 'gamma_6': 0.37406810972173654, 'gamma_7': 0.6074168544329471, 'gamma_8': -0.47946932873073056, 'gamma_9': 0.4265336181448619, 'gamma_10': 0.42202426936511506, 'gamma_11': 2.2303255037192913, 'gamma_12': -1.3423609673156984, 'gamma_13': -1.1430762526467908, 'gamma_14': 0.09053443042133735, 'gamma_15': 1.1892545544933084, 'gamma_16': 2.3122055036666667, 'gamma_17': 2.296071222812009, 'gamma_18': 0.41554942014679913, 'gamma_19': 0.42537945739178484, 'gamma_20': -1.0786725598348021, 'gamma_21': 2.6643091823304004, 'gamma_22': 0.31630361667261586, 'gamma_23': 0.4058734375333315, 'gamma_24': -2.836938864780029, 'gamma_25': 0.10914812030635046, 'gamma_26': 1.9513038487791903, 'gamma_27': 1.859800721606917, 'gamma_28': -0.28098933442575713, 'gamma_29': -1.1918043743153075, 'gamma_30': 1.4580322560769194, 'gamma_31': 2.269995912275123, 'gamma_32': -2.518502707745495, 'gamma_33': -0.2516996070999017, 'gamma_34': -1.8206067271824162, 'gamma_35': -2.536818701441992, 'gamma_36': 0.8449835809075283, 'gamma_37': 3.134161497438028, 'gamma_38': 1.4584459509465155, 'gamma_39': 2.955995671637642, 'gamma_40': 3.073773963953204, 'gamma_41': 2.6092364795733065, 'gamma_42': 0.18263155837977496, 'gamma_43': -1.5152937370255095, 'gamma_44': 0.12169140324017524, 'beta_0': 2.2952244168724025, 'beta_1': -2.5876498568464488, 'beta_2': 0.2093207722261155, 'beta_3': 2.8270369687274277, 'beta_4': 0.5086465045026175, 'beta_5': 0.9674491819897523, 'beta_6': 1.9113013966342638, 'beta_7': 1.6020227719758595, 'beta_8': 0.6718656164856895, 'beta_9': -0.6641525551480701, 'beta_10': 2.995011185076819, 'beta_11': -2.349141630842385, 'beta_12': -0.950936146638595, 'beta_13': 0.34684800479115974, 'beta_14': 0.10690224810773274, 'beta_15': 0.25847490362283143, 'beta_16': -1.3332028927029818, 'beta_17': -1.1205982199549533, 'beta_18': -0.35539876679973476, 'beta_19': -2.1805467420493665, 'beta_20': -1.492942689200324, 'beta_21': -0.9284170335579399, 'beta_22': 2.164637226766243, 'beta_23': 2.9025249227008083, 'beta_24': 0.2177024461025835, 'beta_25': -0.12115582436964079, 'beta_26': -1.0909748832394777, 'beta_27': -2.9888373287885344, 'beta_28': -1.750384406312057, 'beta_29': 0.22147433987647086, 'beta_30': -2.452319900418702, 'beta_31': -1.6335953040782112, 'beta_32': 1.3332809940136772, 'beta_33': -0.3170254120768117, 'beta_34': -2.918701281027381, 'beta_35': 0.6204531618687197, 'beta_36': -3.1285940151620455, 'beta_37': 2.0155451256742283, 'beta_38': -1.9701993942377771, 'beta_39': -0.5203314077218358, 'beta_40': -0.5217794179616919, 'beta_41': 3.1344564366746326, 'beta_42': 0.17491632674006763, 'beta_43': -0.9682831189158705, 'beta_44': 2.219554585810582}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:14:15,784] Trial 114 finished with value: -31.94700017021131 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.0415742632181164, 'gamma_1': -1.864033088321855, 'gamma_2': 0.977937118358321, 'gamma_3': 0.006654948342027031, 'gamma_4': -2.4008899816526927, 'gamma_5': -3.1352501303178753, 'gamma_6': 0.1786024073184276, 'gamma_7': 0.24703893891377243, 'gamma_8': -1.6189134947774793, 'gamma_9': -2.157949713105223, 'gamma_10': 1.0406535391109952, 'gamma_11': 2.46666425144554, 'gamma_12': -1.7159954895004477, 'gamma_13': 0.41671286526785134, 'gamma_14': -2.9279742327368314, 'gamma_15': 0.2213538138288102, 'gamma_16': 2.8034341892155954, 'gamma_17': 2.0329721724018173, 'gamma_18': 0.9864106940878975, 'gamma_19': 0.07290431893936344, 'gamma_20': -0.683494051563026, 'gamma_21': 2.896062372671648, 'gamma_22': 0.8216874526137636, 'gamma_23': -2.21198636879341, 'gamma_24': -2.199475962455229, 'gamma_25': 0.9361238841378983, 'gamma_26': 2.7525907046088096, 'gamma_27': 2.4036351814036556, 'gamma_28': -0.547487890678011, 'gamma_29': -0.4199922010260291, 'gamma_30': 1.8295068158780798, 'gamma_31': 0.40874021114958836, 'gamma_32': -2.0237433588454596, 'gamma_33': -0.04844047563492215, 'gamma_34': -1.9940718961879316, 'gamma_35': -2.873378024617492, 'gamma_36': 0.3567518501382324, 'gamma_37': 2.6875947335832846, 'gamma_38': 0.6412033118134337, 'gamma_39': 2.3277036798402073, 'beta_0': 2.0025142036767294, 'beta_1': -2.7825330209361567, 'beta_2': 0.9087153097556833, 'beta_3': 1.601263801749971, 'beta_4': -0.8701610957263954, 'beta_5': -0.03959444871048878, 'beta_6': 2.411050306328345, 'beta_7': 1.4870828348957146, 'beta_8': 1.5827730780814253, 'beta_9': -0.888947188257212, 'beta_10': 2.4771467506102574, 'beta_11': -0.033774966449940394, 'beta_12': -1.5911221910740974, 'beta_13': 0.5625839949442211, 'beta_14': -0.9427809654648138, 'beta_15': 1.7377842759408175, 'beta_16': -2.6951569176321857, 'beta_17': -1.4223172351295617, 'beta_18': -0.5753023514631401, 'beta_19': -1.9332687673714035, 'beta_20': -1.6950793347010114, 'beta_21': -1.2184674874180994, 'beta_22': 1.568739270062334, 'beta_23': 0.9158027329227236, 'beta_24': -0.17872271870455658, 'beta_25': -1.7752990744777004, 'beta_26': -1.56359574671289, 'beta_27': -0.6885047910023162, 'beta_28': -1.4541197207390115, 'beta_29': -1.1897269443728629, 'beta_30': -2.0159847255614185, 'beta_31': -1.3362765104988148, 'beta_32': 0.4941266414928972, 'beta_33': -1.9945082911017236, 'beta_34': -2.314523780560789, 'beta_35': 2.684893873587655, 'beta_36': -2.7768393772398605, 'beta_37': 2.3645393171357556, 'beta_38': -1.2506684884778911, 'beta_39': 2.247711592258137}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:15:02,168] Trial 115 finished with value: -32.47612491771194 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 0.8729828576757512, 'gamma_1': -0.8940353655678333, 'gamma_2': 0.05055409123089599, 'gamma_3': 0.2060962238289777, 'gamma_4': -2.733259179625373, 'gamma_5': -1.3830193846189975, 'gamma_6': 0.56104841473083, 'gamma_7': 0.6617486282739311, 'gamma_8': 1.0585980219183826, 'gamma_9': 1.8250532673533564, 'gamma_10': 0.26395102938638093, 'gamma_11': 3.0180367461550666, 'gamma_12': -0.4906949078700347, 'gamma_13': -0.823402846456393, 'gamma_14': -0.6164832010351808, 'gamma_15': 0.6465456552432147, 'gamma_16': 2.4196079240601973, 'gamma_17': 1.825765175764852, 'gamma_18': -0.17652530794608573, 'gamma_19': 1.274590863963052, 'gamma_20': -1.739352717816769, 'gamma_21': -1.192131656410343, 'gamma_22': -0.18126981339435866, 'gamma_23': -0.09198647185343978, 'gamma_24': -2.5743037393123087, 'gamma_25': 0.423240153780558, 'gamma_26': 2.534301450416046, 'gamma_27': 1.5195074332486007, 'gamma_28': -1.2557418090776986, 'gamma_29': -0.24428388593647457, 'gamma_30': 1.3671931903555437, 'gamma_31': 1.8690763028783193, 'gamma_32': -1.7504855596501658, 'gamma_33': 0.6124637667338186, 'gamma_34': -2.4173401265475825, 'gamma_35': -2.3063910145054813, 'gamma_36': 1.8235352477040168, 'gamma_37': 2.1887983368485795, 'gamma_38': 1.8072374084058889, 'gamma_39': 1.7519920761181087, 'gamma_40': 0.24970903693335633, 'gamma_41': 2.877340180562725, 'gamma_42': -0.4026697931904225, 'gamma_43': -0.49873672859526574, 'gamma_44': -0.7333875155829936, 'gamma_45': -1.267011998666966, 'gamma_46': -0.32112545936500836, 'beta_0': 2.589195168766252, 'beta_1': -1.061244747059349, 'beta_2': 0.5714574451652494, 'beta_3': 3.14145220824411, 'beta_4': 1.0759119009818114, 'beta_5': 1.1828962956808826, 'beta_6': 2.1348143490178155, 'beta_7': 1.3214413078245348, 'beta_8': 0.11243128558815985, 'beta_9': -1.7951278481841644, 'beta_10': 2.890492002105721, 'beta_11': -0.3363814769197925, 'beta_12': 0.4466439302171031, 'beta_13': -0.1251318374701987, 'beta_14': -0.5837145921920392, 'beta_15': 1.461268084505441, 'beta_16': -0.9821115818632493, 'beta_17': -0.948185595596224, 'beta_18': 1.4553968654016298, 'beta_19': 1.071770287933237, 'beta_20': 1.0298392064708526, 'beta_21': -1.4089053469829163, 'beta_22': 1.3517748656491149, 'beta_23': 2.0221749385916814, 'beta_24': -1.1195713437985524, 'beta_25': -1.9851425655297552, 'beta_26': -1.8628746895063966, 'beta_27': -2.8033474852979987, 'beta_28': -1.6781616970879412, 'beta_29': -0.5991967110907277, 'beta_30': -2.513646457646741, 'beta_31': -1.8968680309953707, 'beta_32': -0.09569907820711593, 'beta_33': 3.0242777481073038, 'beta_34': -2.520722698046454, 'beta_35': 2.9232619616471873, 'beta_36': -2.9797261468106018, 'beta_37': 2.6348389508433208, 'beta_38': -0.9792237637259362, 'beta_39': 1.8893250378496134, 'beta_40': -0.7432487488333943, 'beta_41': 1.7546304150144758, 'beta_42': -0.0050589391370039205, 'beta_43': -1.974899747307266, 'beta_44': 2.878725976682783, 'beta_45': 2.0775361982441773, 'beta_46': -1.5715721599518528}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:15:47,132] Trial 116 finished with value: -32.3896248427657 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 0.837623665775343, 'gamma_1': -1.301860536162284, 'gamma_2': 0.05218266158045815, 'gamma_3': 0.2107703998106059, 'gamma_4': -2.7272780302438835, 'gamma_5': -1.421628733467228, 'gamma_6': 0.5751202280807506, 'gamma_7': 0.07391991433162455, 'gamma_8': 0.9614928171483228, 'gamma_9': 1.815334582722945, 'gamma_10': -0.7285472241580373, 'gamma_11': 3.025107043620638, 'gamma_12': -0.2955028433714274, 'gamma_13': 1.095846934552403, 'gamma_14': -0.7016107704192218, 'gamma_15': 0.48998010273366205, 'gamma_16': 1.4947523253488053, 'gamma_17': 2.451876225095753, 'gamma_18': -0.2763303399317819, 'gamma_19': 1.3118128599281824, 'gamma_20': 2.33947679290111, 'gamma_21': -1.2347926933895743, 'gamma_22': 0.06553110164682446, 'gamma_23': -0.13691161987406075, 'gamma_24': -2.347225360646379, 'gamma_25': 0.4027213588719107, 'gamma_26': 2.5135239015340414, 'gamma_27': 1.542245438200038, 'gamma_28': -1.252580444724431, 'gamma_29': -0.21751947033711114, 'gamma_30': 2.0397594906657055, 'gamma_31': 1.9189380376065195, 'gamma_32': -1.8004664635634728, 'gamma_33': 0.512279698053409, 'gamma_34': -2.388699480346881, 'gamma_35': -2.3368098814777984, 'gamma_36': 3.0103581794934424, 'gamma_37': 2.2454601074590306, 'gamma_38': 2.907894154393912, 'gamma_39': 1.2648452527221197, 'gamma_40': -0.16359874301903332, 'gamma_41': 2.8890891126815426, 'gamma_42': -0.8212355728887584, 'gamma_43': 0.06432793824048655, 'gamma_44': -0.1618224794867379, 'gamma_45': -1.1307449048662168, 'gamma_46': -0.3583170529153408, 'beta_0': 2.7841473504699303, 'beta_1': -0.5703882307039103, 'beta_2': 2.278769402970885, 'beta_3': 0.6221413102266258, 'beta_4': 1.3984267218193736, 'beta_5': -1.197169848575414, 'beta_6': 2.1460178704409176, 'beta_7': 1.058666180413839, 'beta_8': 0.1259479370663768, 'beta_9': -2.1385697040317435, 'beta_10': 3.129925847565193, 'beta_11': -1.7626240595865619, 'beta_12': 0.43856918560758096, 'beta_13': -0.4192524259490571, 'beta_14': -0.814541048371285, 'beta_15': 1.9517133431721685, 'beta_16': -0.5798667372314005, 'beta_17': -1.2133432595914058, 'beta_18': 1.376083180876272, 'beta_19': 0.6400243886762997, 'beta_20': 0.9103093453568971, 'beta_21': -1.8577227881789122, 'beta_22': 1.7686001548293926, 'beta_23': 2.053619431184096, 'beta_24': -0.9399280138422119, 'beta_25': -1.9676204092555627, 'beta_26': -1.816091508754854, 'beta_27': -2.7955896441440053, 'beta_28': -1.2872090303618873, 'beta_29': -0.8543426910586945, 'beta_30': 1.315574919445605, 'beta_31': -1.8888008837514199, 'beta_32': -0.48959164756623097, 'beta_33': 3.08431695776363, 'beta_34': -2.5373387228654702, 'beta_35': 2.9944943270114797, 'beta_36': -2.9897789686241247, 'beta_37': 2.659918904028277, 'beta_38': -1.0221757974176577, 'beta_39': 1.697628282300155, 'beta_40': -1.1366373633929148, 'beta_41': 2.7988969239574844, 'beta_42': -0.630180627857585, 'beta_43': -2.366704056920343, 'beta_44': 2.9091961047495953, 'beta_45': 2.138303862257359, 'beta_46': -1.547994293860695}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:16:34,930] Trial 117 finished with value: -31.70800019258202 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.1527650684141, 'gamma_1': -0.8087881386098656, 'gamma_2': -0.356744315072466, 'gamma_3': -0.35075029442043504, 'gamma_4': -2.3072755006878185, 'gamma_5': -1.800817174654052, 'gamma_6': 0.8053250855102088, 'gamma_7': 0.43704111924158245, 'gamma_8': 1.3785636590277202, 'gamma_9': 0.17502329997287724, 'gamma_10': 0.3400391298013889, 'gamma_11': 2.8575209811886366, 'gamma_12': -0.49938601074711647, 'gamma_13': -2.061018194626107, 'gamma_14': -0.5769936228148598, 'gamma_15': 0.3348541982016381, 'gamma_16': 2.4564240985521653, 'gamma_17': 1.9122358698926831, 'gamma_18': -0.10939795898163962, 'gamma_19': 1.0261959295982257, 'gamma_20': -1.8185100950554625, 'gamma_21': -1.1820130535036375, 'gamma_22': -0.19541448508883014, 'gamma_23': -0.47821773393984623, 'gamma_24': -2.5265908856164416, 'gamma_25': 1.4525445904952, 'gamma_26': 2.6470289355076155, 'gamma_27': 0.9986116710207285, 'gamma_28': 0.7849663115597466, 'gamma_29': -0.07148891334849797, 'gamma_30': 2.3272295072326314, 'gamma_31': -2.3912357364468013, 'gamma_32': -1.6315057478501793, 'gamma_33': 0.6714815256234585, 'gamma_34': -2.934431075613963, 'gamma_35': 1.2732775363002156, 'gamma_36': 1.8522307584984303, 'gamma_37': 1.4343110816744644, 'gamma_38': 1.775341904057691, 'gamma_39': 1.7193056264483315, 'gamma_40': 0.18043243570353054, 'gamma_41': 2.0062664880093424, 'gamma_42': -1.2944095091998131, 'gamma_43': -0.4632891985202193, 'gamma_44': 1.8131222454450173, 'gamma_45': -1.7014783497286, 'gamma_46': -1.011001571270913, 'gamma_47': 0.5719410741067139, 'gamma_48': 1.2313547773423181, 'gamma_49': 1.919193589855552, 'beta_0': 2.437703977229147, 'beta_1': -3.134190329842355, 'beta_2': 0.32627576918746837, 'beta_3': 1.9440069062226422, 'beta_4': 2.0872456034654197, 'beta_5': 1.3106535572861369, 'beta_6': -2.992433485092724, 'beta_7': 1.3269770433913586, 'beta_8': 0.31334102694153776, 'beta_9': -1.8395432665667766, 'beta_10': 2.05838456296693, 'beta_11': -0.1704801607351134, 'beta_12': 0.6999522366497439, 'beta_13': -0.20799395316110425, 'beta_14': -0.6567093401614778, 'beta_15': 1.507588117282659, 'beta_16': 2.8239015123856013, 'beta_17': -0.37890437604307425, 'beta_18': 0.7990575223267178, 'beta_19': 1.0631241382092893, 'beta_20': -0.012082942089754356, 'beta_21': -1.4166664876573507, 'beta_22': 1.3209985504244548, 'beta_23': 2.3053213537310193, 'beta_24': -1.448345553290204, 'beta_25': -2.160837424812273, 'beta_26': -0.36603356063770254, 'beta_27': -2.1621734943108972, 'beta_28': -0.952417732467706, 'beta_29': -0.08873152992777114, 'beta_30': 0.3435785584351792, 'beta_31': -2.2668144233385608, 'beta_32': -0.1362793861699108, 'beta_33': 2.774783514113922, 'beta_34': -2.046643428560555, 'beta_35': 1.9629671691718866, 'beta_36': -0.7730968211479252, 'beta_37': 1.0622133848740622, 'beta_38': -0.8796535588060382, 'beta_39': 1.8956889857845294, 'beta_40': -0.724126693583337, 'beta_41': 0.7258361105514985, 'beta_42': -1.0740019819735414, 'beta_43': -1.9717965697805293, 'beta_44': 2.7361366424078257, 'beta_45': 2.528687217697486, 'beta_46': -1.3572234941284513, 'beta_47': -1.4755693615585266, 'beta_48': -3.0030491141485176, 'beta_49': -1.625524534464108}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:17:20,723] Trial 118 finished with value: -31.372999908078324 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 0.9470294333083928, 'gamma_1': -1.1354561155691951, 'gamma_2': -2.1500269808661407, 'gamma_3': 0.4919053239122852, 'gamma_4': -0.648155231631159, 'gamma_5': -2.342884116135753, 'gamma_6': -1.0868173490123296, 'gamma_7': 1.0576463166720687, 'gamma_8': 1.4072317462888546, 'gamma_9': 1.1673060497080021, 'gamma_10': 0.03269931515815877, 'gamma_11': -1.712061946763452, 'gamma_12': 0.020991946046528875, 'gamma_13': 0.27855488177541715, 'gamma_14': -0.884652223246643, 'gamma_15': -0.40497321897770655, 'gamma_16': 2.138001425069189, 'gamma_17': 1.6600590513599167, 'gamma_18': 0.23950863199404268, 'gamma_19': 2.5442493438407134, 'gamma_20': -2.1084363459857514, 'gamma_21': -0.9646296739342841, 'gamma_22': 2.34013472179651, 'gamma_23': 1.0672846809898373, 'gamma_24': -1.6713245428555952, 'gamma_25': 2.773887867615236, 'gamma_26': 3.0899707105348115, 'gamma_27': 1.293163272978434, 'gamma_28': 0.5590474445261479, 'gamma_29': -1.4712088963371177, 'gamma_30': 1.608804909232182, 'gamma_31': -2.7326110988237775, 'gamma_32': -0.8016728519194143, 'gamma_33': 1.420591026486877, 'gamma_34': -3.1062187049855177, 'gamma_35': -1.5017075432144418, 'gamma_36': 2.351074468688717, 'gamma_37': 1.9365452299691572, 'gamma_38': 2.395853401122376, 'gamma_39': 0.3534778377150446, 'gamma_40': 0.5146795378095352, 'gamma_41': 1.0891559452830006, 'gamma_42': -1.818823724890587, 'gamma_43': -2.3143260312253506, 'gamma_44': -0.6706356068712862, 'gamma_45': -2.2516769725443204, 'gamma_46': 0.8598614414400872, 'gamma_47': -2.4395546683615943, 'gamma_48': 2.622402707775085, 'beta_0': 2.989511476744102, 'beta_1': -1.7887942737936247, 'beta_2': 0.10265875190285734, 'beta_3': 0.43224184893117457, 'beta_4': 1.606149096964419, 'beta_5': 1.5516051408084361, 'beta_6': 2.680539254319055, 'beta_7': 0.9158147101333849, 'beta_8': -0.20120985842981842, 'beta_9': -2.3099469755532587, 'beta_10': 2.8824841288915155, 'beta_11': -0.8076720284992869, 'beta_12': 0.2632086955642797, 'beta_13': -0.605095323258317, 'beta_14': -1.1674725839196247, 'beta_15': 1.3562267596095894, 'beta_16': -2.0009594512517936, 'beta_17': -2.0717966926379967, 'beta_18': 1.48484513540956, 'beta_19': 0.81902282253952, 'beta_20': 2.7302024919797323, 'beta_21': -2.39928672960443, 'beta_22': 2.320393129539317, 'beta_23': 2.6282856664897407, 'beta_24': -1.0823025279110983, 'beta_25': -2.4309667470598746, 'beta_26': -2.810103782800465, 'beta_27': -1.9301796473483623, 'beta_28': -2.698205751339435, 'beta_29': -0.5921156090091555, 'beta_30': -3.0636648964003284, 'beta_31': -2.0719834502336094, 'beta_32': 0.1572419122701536, 'beta_33': 2.977508770735428, 'beta_34': -2.238435520328925, 'beta_35': 2.9212277396713024, 'beta_36': -1.9354419722662608, 'beta_37': 1.3601114680842032, 'beta_38': -1.4435450225877706, 'beta_39': 2.1183989162907535, 'beta_40': 2.445235036505295, 'beta_41': -0.5985628623681364, 'beta_42': 0.6732370704993705, 'beta_43': 2.3008959339929453, 'beta_44': 1.7356964725129707, 'beta_45': 3.0664612378429057, 'beta_46': -2.3147387792351624, 'beta_47': -0.3768586903719092, 'beta_48': -0.14330966164518644}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:17:58,144] Trial 119 finished with value: -31.7419998494719 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': 0.6984798147598386, 'gamma_1': -0.9546876852665369, 'gamma_2': -1.6163497344712199, 'gamma_3': 2.0867282307859254, 'gamma_4': 0.0530946907512313, 'gamma_5': -2.6254575372304387, 'gamma_6': -1.3093552585395316, 'gamma_7': 0.31557562923058863, 'gamma_8': 0.7103672317047867, 'gamma_9': 2.50959110913302, 'gamma_10': 0.24265397626550733, 'gamma_11': -0.13914573873354724, 'gamma_12': -0.7124879225631293, 'gamma_13': 0.5580028774744409, 'gamma_14': -1.2400333717235887, 'gamma_15': 1.6854008230603694, 'gamma_16': 1.248796578370077, 'gamma_17': 2.2255816533494173, 'gamma_18': -0.009704727642829576, 'gamma_19': 2.1362093818042576, 'gamma_20': -1.606083445208579, 'gamma_21': -1.628787981836469, 'gamma_22': 2.5319254911583844, 'gamma_23': -0.3033669907263077, 'gamma_24': -1.2618010168502267, 'gamma_25': -0.11313380156902014, 'gamma_26': 2.301717854618297, 'gamma_27': -1.4793896312573145, 'gamma_28': 0.03247810071948454, 'gamma_29': 3.1088685022242686, 'gamma_30': 2.1579373322953517, 'gamma_31': -2.8502768336221482, 'gamma_32': 1.3950082953155598, 'gamma_33': 0.9115731096844801, 'beta_0': 2.1580345110086143, 'beta_1': -0.8692488024534775, 'beta_2': 0.6222179018983118, 'beta_3': 2.632269476706037, 'beta_4': 1.103687609044596, 'beta_5': -0.78537012222009, 'beta_6': 1.999455140478036, 'beta_7': 0.7728473200472047, 'beta_8': 0.4695564600924712, 'beta_9': -2.8037045167639394, 'beta_10': 2.9895597572883004, 'beta_11': -1.3979197743941811, 'beta_12': 0.8288962215507805, 'beta_13': 2.017541612810368, 'beta_14': 1.5843250362681127, 'beta_15': 0.9572718944484763, 'beta_16': -1.4553016827470824, 'beta_17': -0.852909274577853, 'beta_18': 1.225719585882715, 'beta_19': 1.2094427759569506, 'beta_20': 2.480499243829181, 'beta_21': -1.7045576803218845, 'beta_22': 2.0352997360018765, 'beta_23': 0.16321118295177142, 'beta_24': -1.7185734336318024, 'beta_25': -1.6814208229173477, 'beta_26': -2.3534114308259766, 'beta_27': -2.5346855100684698, 'beta_28': -1.5312602768542198, 'beta_29': 1.338815762392798, 'beta_30': -2.843014324515324, 'beta_31': -0.9754362869544195, 'beta_32': 2.633914008887298, 'beta_33': 2.452052263597613}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:18:40,307] Trial 120 finished with value: -31.78287515337955 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.72268211835446, 'gamma_1': 2.2788102863891133, 'gamma_2': -2.3580995996409633, 'gamma_3': 0.5963575258314096, 'gamma_4': -2.4746238428768317, 'gamma_5': -2.056926807226189, 'gamma_6': 0.40499833039325106, 'gamma_7': -1.7988984266988666, 'gamma_8': 0.1259566194534148, 'gamma_9': -1.688826918629734, 'gamma_10': 0.6979900117445912, 'gamma_11': 3.0485470625720406, 'gamma_12': -0.11066769547714299, 'gamma_13': -0.19542586740208354, 'gamma_14': -0.2911791265689555, 'gamma_15': 0.6032349892738673, 'gamma_16': 1.9235395447074464, 'gamma_17': 1.4807632888566675, 'gamma_18': -0.21655035516635515, 'gamma_19': 1.4464751340779753, 'gamma_20': -2.3748597471468735, 'gamma_21': -0.5674491773032772, 'gamma_22': 3.0688314814387687, 'gamma_23': -0.04243911834131137, 'gamma_24': -2.9338664957808245, 'gamma_25': 0.19433320591005376, 'gamma_26': -1.7749545545088035, 'gamma_27': -3.0580396428048, 'gamma_28': -1.6475817980003864, 'gamma_29': -1.9817965375759659, 'gamma_30': -0.45100729251876076, 'gamma_31': 2.017935446285377, 'gamma_32': 2.231749222605122, 'gamma_33': 1.0381105415195322, 'gamma_34': -2.5265246850032055, 'gamma_35': -2.18318314735228, 'gamma_36': 1.6466721707199001, 'gamma_37': 0.9372045652438278, 'gamma_38': 1.5688306002552124, 'gamma_39': 0.6738602947450545, 'gamma_40': 0.337279185251116, 'gamma_41': 1.3500839212389764, 'gamma_42': 2.1836007863994062, 'beta_0': 2.6492291725501764, 'beta_1': -2.3340354328118122, 'beta_2': -0.4877194991359338, 'beta_3': 1.4208001499499703, 'beta_4': -0.4652817469241334, 'beta_5': -0.3166044554657458, 'beta_6': 2.213000027152425, 'beta_7': 1.1816567135157405, 'beta_8': 0.02026619781451028, 'beta_9': -1.4229882684598925, 'beta_10': 1.3827150925160092, 'beta_11': -2.0270762392578923, 'beta_12': 1.3446500446858227, 'beta_13': 1.265543957728927, 'beta_14': 1.0352488821423442, 'beta_15': 1.142945092541781, 'beta_16': -1.5848591869834672, 'beta_17': -0.5690181777116766, 'beta_18': 1.83062971090555, 'beta_19': -1.6371322959218342, 'beta_20': 0.20407078376900745, 'beta_21': -0.7203772747045829, 'beta_22': 1.1501199061469962, 'beta_23': 1.767285886550562, 'beta_24': -1.151494015887729, 'beta_25': -2.806217817896298, 'beta_26': -2.5447111200004056, 'beta_27': -2.315707237628277, 'beta_28': -1.651604101259137, 'beta_29': 2.116423058111081, 'beta_30': -2.184863898608363, 'beta_31': -1.7579796428364831, 'beta_32': -0.8057641445498088, 'beta_33': 2.549512268389931, 'beta_34': -2.6384755676640284, 'beta_35': 2.651970060053955, 'beta_36': -2.6188359918789033, 'beta_37': 1.6769621333754752, 'beta_38': -0.3372738489091688, 'beta_39': 1.0405069550669348, 'beta_40': 0.7442973146465386, 'beta_41': 0.3643734157519736, 'beta_42': -2.9433106557586797}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:19:25,939] Trial 121 finished with value: -32.613750221244686 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 1.40750625017475, 'gamma_1': -0.4913483213338818, 'gamma_2': 1.6580637984868232, 'gamma_3': 0.3686617150504026, 'gamma_4': -3.13719734832029, 'gamma_5': -1.0000944514294083, 'gamma_6': 0.2782145827496819, 'gamma_7': 0.5853868094335458, 'gamma_8': 1.579147157275345, 'gamma_9': 2.1545577650824845, 'gamma_10': 0.5850651243742155, 'gamma_11': 2.6245133148718396, 'gamma_12': -1.0315362752690493, 'gamma_13': -0.9265871523733069, 'gamma_14': 0.37191858336046096, 'gamma_15': 0.7021959660958753, 'gamma_16': 2.594373909645885, 'gamma_17': 1.8727020118170448, 'gamma_18': -0.5605999683705567, 'gamma_19': 1.21642215744479, 'gamma_20': -1.444287212472652, 'gamma_21': -0.8026843494054866, 'gamma_22': -0.07236571373021228, 'gamma_23': 0.14926985399546802, 'gamma_24': -2.6794214923042885, 'gamma_25': 0.571901723593493, 'gamma_26': 2.117897256909453, 'gamma_27': 1.9726930449923692, 'gamma_28': -1.0879163992853442, 'gamma_29': -0.7609903039252486, 'gamma_30': 1.3336992984576717, 'gamma_31': 1.769186391558346, 'gamma_32': -1.322356897844881, 'gamma_33': -0.6796546958928258, 'gamma_34': -2.318904722338931, 'gamma_35': -2.673605206002574, 'gamma_36': 1.3799295693985796, 'gamma_37': 2.8995670792648927, 'gamma_38': 1.1918929469957935, 'gamma_39': 1.8802280396593167, 'gamma_40': 0.8166164775817412, 'gamma_41': 3.124636619545403, 'gamma_42': -0.35424280629969274, 'gamma_43': -0.8341681750705415, 'gamma_44': -1.2827266457827795, 'gamma_45': -0.6034034455720971, 'gamma_46': 0.05192663037490369, 'beta_0': 2.5033608143218467, 'beta_1': -2.997099281490082, 'beta_2': 0.5436137228108769, 'beta_3': 3.034541055716924, 'beta_4': -0.2005201408729943, 'beta_5': 1.1418801086566175, 'beta_6': 1.7337787618934106, 'beta_7': 1.5479190351028218, 'beta_8': 0.6093725309430738, 'beta_9': -0.46457000771566215, 'beta_10': 2.7300498654322403, 'beta_11': -0.31940869421520507, 'beta_12': 0.5830189794771681, 'beta_13': 0.06529806148066564, 'beta_14': -0.4094161013076092, 'beta_15': 0.6703423968094204, 'beta_16': -0.1526422145336556, 'beta_17': -0.9279851476358079, 'beta_18': 0.5899471044187031, 'beta_19': 1.4282078624751127, 'beta_20': 1.855981500598659, 'beta_21': -1.0988697852082638, 'beta_22': 0.9487374047370163, 'beta_23': 2.220826061982059, 'beta_24': -0.843645984840365, 'beta_25': -1.5274811045385124, 'beta_26': -1.7247713080691849, 'beta_27': -3.119554896220311, 'beta_28': -1.893288070153663, 'beta_29': -0.34332179671051455, 'beta_30': -2.58045376200952, 'beta_31': -1.5185497908916958, 'beta_32': 0.43067838482821763, 'beta_33': 2.743262459732964, 'beta_34': -2.798749444336786, 'beta_35': -0.08495993215863235, 'beta_36': -2.7967684048465595, 'beta_37': 2.9464659714699146, 'beta_38': -1.8791145921317463, 'beta_39': 2.768025053328703, 'beta_40': -1.2739349972829457, 'beta_41': 1.8663837852805034, 'beta_42': 0.014857766273479955, 'beta_43': -1.5313244038602893, 'beta_44': 2.068696016590998, 'beta_45': 1.5234127126952508, 'beta_46': -0.4367864656698851}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:20:14,619] Trial 122 finished with value: -32.00962570328972 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 1.3074004335950247, 'gamma_1': -0.4609478102748765, 'gamma_2': 0.37966970039909026, 'gamma_3': -0.1371355495826826, 'gamma_4': -2.9212365705539356, 'gamma_5': -0.9942498763855302, 'gamma_6': 0.7452975948651998, 'gamma_7': 0.9094463467468281, 'gamma_8': 1.8012145872288177, 'gamma_9': 2.3665968511226994, 'gamma_10': 0.924822547138354, 'gamma_11': 2.6384235828715616, 'gamma_12': -0.9469350529501889, 'gamma_13': -1.014391606666944, 'gamma_14': 0.35537094198321645, 'gamma_15': 0.9038940798138617, 'gamma_16': 2.2704854302512234, 'gamma_17': 2.171964748979769, 'gamma_18': -0.5389108098926296, 'gamma_19': 1.770788493600147, 'gamma_20': -1.4298492107731857, 'gamma_21': -0.17919924799171594, 'gamma_22': -0.1043087336489423, 'gamma_23': 0.09980060586747044, 'gamma_24': -1.976946943018421, 'gamma_25': 0.5184938480728606, 'gamma_26': 2.0554153016251644, 'gamma_27': 2.0488424220728496, 'gamma_28': -0.9856506655557886, 'gamma_29': -0.9019150657260593, 'gamma_30': 1.3014585022146887, 'gamma_31': -1.4083613095991427, 'gamma_32': -1.0576016472957082, 'gamma_33': -0.7002476288192182, 'gamma_34': -2.792406734801719, 'gamma_35': -2.6708735973862887, 'gamma_36': 1.1195504614060858, 'gamma_37': 2.4860666782909013, 'gamma_38': 0.04266838383371502, 'gamma_39': 1.6802807946593932, 'gamma_40': -0.35761234397506514, 'gamma_41': 3.132899082687629, 'gamma_42': -0.3075800737164449, 'gamma_43': -0.591328630680995, 'gamma_44': -1.3263291095805285, 'gamma_45': -0.6373054475822109, 'gamma_46': 2.115076096761997, 'beta_0': 2.5318925897714726, 'beta_1': -1.1907877236569901, 'beta_2': 0.474044495293025, 'beta_3': 3.045539648294604, 'beta_4': -0.28428319939104973, 'beta_5': 1.1038040099902497, 'beta_6': 1.6686389618321344, 'beta_7': 1.4197659613359555, 'beta_8': 0.8038977810294291, 'beta_9': -0.3930921907248984, 'beta_10': 2.7722881754025157, 'beta_11': -0.2833651821334391, 'beta_12': 0.08946549997706094, 'beta_13': -0.0980531609087115, 'beta_14': -0.038067586822488675, 'beta_15': 0.6694897241936708, 'beta_16': 0.3591057045423406, 'beta_17': -1.0351775057953745, 'beta_18': 0.4991562908906072, 'beta_19': 1.4041627779695995, 'beta_20': 1.8991290295163687, 'beta_21': -0.9956296642745718, 'beta_22': 0.3790990247240912, 'beta_23': 2.2235823346035337, 'beta_24': -0.5866068898287915, 'beta_25': -1.8533941987620852, 'beta_26': -1.4340550402208578, 'beta_27': -2.7015473060076514, 'beta_28': -1.9592115297748767, 'beta_29': -0.5866298802727101, 'beta_30': -0.6877877980967572, 'beta_31': -1.264103157024901, 'beta_32': 0.33710534018357874, 'beta_33': 2.7432345756980148, 'beta_34': 2.4600506099814585, 'beta_35': -0.1807646160423809, 'beta_36': -2.8534835635064537, 'beta_37': 2.9494608804671194, 'beta_38': -1.643809369954819, 'beta_39': 2.925216149626846, 'beta_40': -1.816937736928696, 'beta_41': 1.7296673360781978, 'beta_42': -0.20258804991032925, 'beta_43': -1.4953941867554077, 'beta_44': 1.4601421998405502, 'beta_45': 1.4973013694785453, 'beta_46': -0.507938060442876}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:21:02,235] Trial 123 finished with value: -32.09412515695097 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 1.5448831140514971, 'gamma_1': -0.6604323693106614, 'gamma_2': 0.038957702415351625, 'gamma_3': 0.15573766007879647, 'gamma_4': -2.676483619205272, 'gamma_5': -1.5018148547749592, 'gamma_6': 0.5404421924587564, 'gamma_7': 0.15441078427864108, 'gamma_8': 1.2177904836917606, 'gamma_9': 2.1112066243918965, 'gamma_10': 0.7862222145990438, 'gamma_11': 2.741040546867755, 'gamma_12': -1.07519162542331, 'gamma_13': -1.2436295478023995, 'gamma_14': 0.7751625111349907, 'gamma_15': 0.48549060299875, 'gamma_16': 2.5464171121474846, 'gamma_17': 1.8619385207519457, 'gamma_18': -0.840807379361717, 'gamma_19': 1.2001719703458817, 'gamma_20': -1.7371904058932337, 'gamma_21': -0.7567772688734655, 'gamma_22': -0.6337211362323896, 'gamma_23': -0.7417835445366565, 'gamma_24': -2.7993570363588676, 'gamma_25': 0.05596330247889782, 'gamma_26': 1.7538116757355464, 'gamma_27': 1.4834587964159605, 'gamma_28': -1.3321443734587661, 'gamma_29': -0.5781970876518097, 'gamma_30': 1.6809926994906252, 'gamma_31': 1.5847462977181312, 'gamma_32': -1.517116293634408, 'gamma_33': -0.9349989942166788, 'gamma_34': -1.9699235597283997, 'gamma_35': -1.2749397265095945, 'gamma_36': 1.5058983767121497, 'gamma_37': 2.8653659884094056, 'gamma_38': -2.294390496428235, 'gamma_39': 1.1119033742795033, 'gamma_40': 0.9271631898851286, 'gamma_41': 2.819328974476236, 'gamma_42': -0.9519655628537456, 'gamma_43': -0.16377074648353562, 'gamma_44': -1.1204510275168376, 'gamma_45': 0.03829231735304073, 'gamma_46': 0.09143936082116821, 'gamma_47': 0.9756868942182245, 'beta_0': 2.3136442736002616, 'beta_1': -3.023158580312578, 'beta_2': 0.7685257087088863, 'beta_3': 2.733622322559452, 'beta_4': -0.14227178508234722, 'beta_5': 1.1625442702987272, 'beta_6': 1.856402019036471, 'beta_7': 0.38916145414403525, 'beta_8': 0.29813278319766806, 'beta_9': 0.14573610286200414, 'beta_10': 2.6311159163103084, 'beta_11': 0.31574941039995835, 'beta_12': 1.120429872623406, 'beta_13': 0.1258690912342588, 'beta_14': -0.5996863908667716, 'beta_15': -0.04422653018934164, 'beta_16': -0.13376922894712862, 'beta_17': -1.3576683274210908, 'beta_18': 0.586069766527022, 'beta_19': 1.8557814579575536, 'beta_20': 0.9784272299671328, 'beta_21': -0.4788751733536694, 'beta_22': 0.8864200702189864, 'beta_23': 1.9575356493680136, 'beta_24': 1.9145889590590786, 'beta_25': -2.069725356861814, 'beta_26': -1.8898277648108104, 'beta_27': -3.1410878367952413, 'beta_28': -2.363857830088308, 'beta_29': 2.304230328635016, 'beta_30': -2.657389632941586, 'beta_31': -1.4663028380698948, 'beta_32': -0.008057991090428984, 'beta_33': 3.1387330196153713, 'beta_34': -2.827117345305435, 'beta_35': -0.03876547154690329, 'beta_36': -2.2413034517993933, 'beta_37': 3.1277167810219066, 'beta_38': -1.2637956111288138, 'beta_39': 2.424093446718098, 'beta_40': 0.22236170493254168, 'beta_41': 1.447703751928238, 'beta_42': 0.41126414173284015, 'beta_43': -1.2301978728492293, 'beta_44': 1.989511001559869, 'beta_45': 1.9426282263211643, 'beta_46': -0.15105044926864514, 'beta_47': 0.6860001296434937}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:21:41,779] Trial 124 finished with value: -32.21974978434497 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 1.7208384302576472, 'gamma_1': -0.21099591374580612, 'gamma_2': 1.744809860175895, 'gamma_3': 0.4205023458589508, 'gamma_4': -2.1379037927606457, 'gamma_5': -1.0891354118308672, 'gamma_6': 1.0126108224538304, 'gamma_7': 0.5210962798212085, 'gamma_8': 1.5865364674461337, 'gamma_9': 2.720293345762817, 'gamma_10': 0.10128916056718962, 'gamma_11': 3.135090337665161, 'gamma_12': -1.2109458814692433, 'gamma_13': -0.6595506291011521, 'gamma_14': 0.6352405752852187, 'gamma_15': 0.8412657869406923, 'gamma_16': 2.705615244824174, 'gamma_17': 2.015950630198533, 'gamma_18': -0.36970171543108893, 'gamma_19': 0.6298996054147731, 'gamma_20': -1.9451160625227975, 'gamma_21': -1.0951288593242756, 'gamma_22': 0.07079142060372406, 'gamma_23': -0.12332587412128837, 'gamma_24': 3.0634131475742548, 'gamma_25': 0.8333490356525471, 'gamma_26': 2.392219471132989, 'gamma_27': 2.2789257888674563, 'gamma_28': -1.5074768170193527, 'gamma_29': -2.5234071308942934, 'gamma_30': 1.9224146035206924, 'gamma_31': 1.8168631898658167, 'gamma_32': -1.2973316566518451, 'gamma_33': 0.18947923283739276, 'gamma_34': -2.326635630705508, 'gamma_35': -2.461620174939712, 'gamma_36': 2.0674960444621173, 'gamma_37': 2.160176884365356, 'beta_0': 3.14114597792703, 'beta_1': -2.6792200403734707, 'beta_2': 0.1763832973692021, 'beta_3': 3.114463515056347, 'beta_4': 0.007611351264184385, 'beta_5': 1.64295291710266, 'beta_6': 1.5533281532086303, 'beta_7': 1.0643472301953905, 'beta_8': 0.12286476815847892, 'beta_9': -0.5307962732307514, 'beta_10': 2.335504855831502, 'beta_11': -1.2348695055079466, 'beta_12': 0.44113028388050435, 'beta_13': -0.015592881624986399, 'beta_14': 0.24933640749264546, 'beta_15': 0.5154423362266001, 'beta_16': -0.9915594573802231, 'beta_17': -0.6839074296472117, 'beta_18': 1.043768518979077, 'beta_19': 1.6673989912102234, 'beta_20': 2.2163372136481563, 'beta_21': -0.08189690982934672, 'beta_22': 1.6073376623340427, 'beta_23': 2.2056263521164015, 'beta_24': -0.8817933864290846, 'beta_25': -1.2969312408461886, 'beta_26': -1.6777312984646167, 'beta_27': -2.8860923136338, 'beta_28': -2.125680850871758, 'beta_29': -0.3622881330324895, 'beta_30': 0.09067737128637732, 'beta_31': -0.8380346837401546, 'beta_32': 1.9796617534413634, 'beta_33': 2.32086144324658, 'beta_34': -2.4339945213829504, 'beta_35': -1.0704259094591824, 'beta_36': -3.0139802630535653, 'beta_37': 2.801912700445028}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:22:29,590] Trial 125 finished with value: -31.73300006864285 and parameters: {'optimizer': 'COBYLA', 'reps': 51, 'gamma_0': 1.2067675451901632, 'gamma_1': -0.4926425954667062, 'gamma_2': 1.5950087020187174, 'gamma_3': -2.7089747221865235, 'gamma_4': -2.568762351562393, 'gamma_5': -1.3436362609049781, 'gamma_6': 1.6538452345871186, 'gamma_7': 0.6455308347316577, 'gamma_8': 0.8845665782383686, 'gamma_9': 1.7435427223971416, 'gamma_10': 0.5469542728735175, 'gamma_11': 2.916807321262307, 'gamma_12': -0.4989051897766775, 'gamma_13': -1.4458021449779277, 'gamma_14': -0.3815255254735819, 'gamma_15': 0.13305220055829756, 'gamma_16': 2.38060285939159, 'gamma_17': 2.573584675020391, 'gamma_18': -0.6672539451143196, 'gamma_19': 1.0955398948721748, 'gamma_20': -0.49740401637318993, 'gamma_21': -1.417634312201801, 'gamma_22': 0.2822800189851886, 'gamma_23': 0.30117042333551314, 'gamma_24': -2.5774336454339877, 'gamma_25': -0.3671293651126732, 'gamma_26': 2.8425500399292956, 'gamma_27': 1.9828076281979192, 'gamma_28': -0.5650533131965907, 'gamma_29': -0.28315359552348873, 'gamma_30': 0.56682898761283, 'gamma_31': -0.9835818729390411, 'gamma_32': 1.5951124653810975, 'gamma_33': -1.179218270524512, 'gamma_34': -2.6811262669905824, 'gamma_35': -0.0996176622981769, 'gamma_36': 1.4044396664986132, 'gamma_37': 1.6844396750112502, 'gamma_38': 1.0695112177424, 'gamma_39': 1.9042426270963964, 'gamma_40': 0.7327379791162569, 'gamma_41': 2.2270971247807116, 'gamma_42': -0.6022925272563399, 'gamma_43': -0.9986019560339982, 'gamma_44': -1.90944027593868, 'gamma_45': -0.7409665416351577, 'gamma_46': -0.43895285970321335, 'gamma_47': 2.062126253858975, 'gamma_48': 0.1396917973355335, 'gamma_49': -2.5205843032648767, 'gamma_50': 2.9342114098903456, 'beta_0': 2.860467708186753, 'beta_1': -3.1268001671390913, 'beta_2': 0.5557366525815338, 'beta_3': 0.7841063646367902, 'beta_4': -0.9867879049061051, 'beta_5': 1.2718311897869097, 'beta_6': 1.3929876907983345, 'beta_7': 1.357907119391195, 'beta_8': 0.5967975917181946, 'beta_9': -1.5786351513569907, 'beta_10': 2.935382145407168, 'beta_11': -0.7252661876579706, 'beta_12': 1.010148815339386, 'beta_13': -0.23993346583651887, 'beta_14': -0.17722195804955454, 'beta_15': 0.41491782077296163, 'beta_16': -0.41133641897733203, 'beta_17': -0.9401143552953457, 'beta_18': 0.09303275256305243, 'beta_19': 1.302644699283089, 'beta_20': 1.4689787928645035, 'beta_21': -1.0973185128144618, 'beta_22': 0.5874952202850352, 'beta_23': 1.0728104331252806, 'beta_24': 1.1012870887720676, 'beta_25': -1.6100882628804332, 'beta_26': -2.0676539802822833, 'beta_27': -3.037837646395304, 'beta_28': -1.1834385276920047, 'beta_29': -0.733124155037012, 'beta_30': -0.348492512768905, 'beta_31': -1.917215684122904, 'beta_32': 2.3849862312858576, 'beta_33': 2.138310932846798, 'beta_34': -2.7290564904747443, 'beta_35': -2.5917351940340687, 'beta_36': -2.5769116099543363, 'beta_37': 2.604140185694378, 'beta_38': -2.117420991764584, 'beta_39': 3.0907041736297742, 'beta_40': -1.7935294604978342, 'beta_41': 2.356824898981034, 'beta_42': 0.07706012225201772, 'beta_43': -1.9205240232923806, 'beta_44': 0.9221687723077752, 'beta_45': 2.8361502229795654, 'beta_46': -0.8765932750850455, 'beta_47': 1.8470426993899693, 'beta_48': 3.091887924558231, 'beta_49': 1.4244614761262961, 'beta_50': -0.4167062089326239}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:23:10,678] Trial 126 finished with value: -31.231377146950962 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 1.3754449361344099, 'gamma_1': -0.319195476193192, 'gamma_2': -0.13013091873411614, 'gamma_3': 0.9240889738357996, 'gamma_4': -2.769505291003844, 'gamma_5': -0.7585315231985363, 'gamma_6': 0.2903992088555105, 'gamma_7': -0.9214138331718271, 'gamma_8': 2.14531523898746, 'gamma_9': 1.8490080556836346, 'gamma_10': 1.2546042145646392, 'gamma_11': 2.594792459952783, 'gamma_12': -0.8331867180122251, 'gamma_13': 1.1781573140189967, 'gamma_14': 0.44174168703032113, 'gamma_15': -0.01763548392334835, 'gamma_16': 3.1400661463578303, 'gamma_17': 2.1082085962458637, 'gamma_18': -0.533906034667856, 'gamma_19': 1.2743806684280004, 'gamma_20': -1.1302244408526052, 'gamma_21': -0.8758112988951976, 'gamma_22': 2.1237717727600005, 'gamma_23': -2.4758628123252686, 'gamma_24': -2.297801131262126, 'gamma_25': 0.2901187836120396, 'gamma_26': 2.752245210248928, 'gamma_27': 3.0577774594482525, 'gamma_28': -1.1092986240051084, 'gamma_29': -2.961030193671542, 'gamma_30': 2.9919835954328873, 'gamma_31': 2.3788602156356107, 'gamma_32': 1.7875910243628044, 'gamma_33': -0.27545938831947203, 'gamma_34': 1.573247710858329, 'gamma_35': -1.988705980214699, 'gamma_36': 1.6545751012359378, 'gamma_37': 2.71068090084496, 'gamma_38': 1.3052462827523847, 'gamma_39': 2.1255482843074236, 'gamma_40': 0.09102056171401746, 'beta_0': 2.0622505389331085, 'beta_1': -2.937990838955158, 'beta_2': 0.007915170562401375, 'beta_3': 1.1479157381656555, 'beta_4': -1.1335440117662134, 'beta_5': 0.929182809039674, 'beta_6': 1.2484125893382316, 'beta_7': 1.571904530266959, 'beta_8': -0.13932626228383393, 'beta_9': -0.000880894653367631, 'beta_10': 3.1192933861555288, 'beta_11': -0.06636619861200693, 'beta_12': 0.5752263960955741, 'beta_13': 1.5079851441869239, 'beta_14': -0.40155058668955684, 'beta_15': 0.8676849186421878, 'beta_16': -0.2263331371995391, 'beta_17': -1.4495613989615945, 'beta_18': 1.358461165702633, 'beta_19': 1.4964379569368282, 'beta_20': 1.9787076799401575, 'beta_21': -0.8687821697494512, 'beta_22': 1.399402624252696, 'beta_23': -0.13508806500352155, 'beta_24': -1.9505338948704078, 'beta_25': -3.0210406597993873, 'beta_26': -3.009891480178487, 'beta_27': -2.839246532331899, 'beta_28': -1.4065891573888651, 'beta_29': 0.9824049340479218, 'beta_30': -2.9275268729231203, 'beta_31': -0.577425583640269, 'beta_32': -3.082927223094178, 'beta_33': 2.9946015246995783, 'beta_34': -2.9907699573470676, 'beta_35': -0.7921267178401288, 'beta_36': -3.121692293204022, 'beta_37': 2.242817998859377, 'beta_38': -1.0605113296804942, 'beta_39': 2.6378617958207977, 'beta_40': -1.1880895814849364}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:23:58,982] Trial 127 finished with value: -31.614374833941152 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.0284521189397542, 'gamma_1': -0.8859115109764374, 'gamma_2': 2.1411063415706515, 'gamma_3': 0.6691058309887168, 'gamma_4': -1.9615057342277646, 'gamma_5': -0.5390140089157383, 'gamma_6': -0.9307560709836444, 'gamma_7': 1.2479615389901666, 'gamma_8': 1.6492595711145106, 'gamma_9': 2.0672173864817185, 'gamma_10': -0.09732437142699443, 'gamma_11': 2.338446778801324, 'gamma_12': -0.6324418821581745, 'gamma_13': -0.5928115426687055, 'gamma_14': 1.2311669851967, 'gamma_15': 1.0811130661343435, 'gamma_16': 2.9068874466391614, 'gamma_17': 1.6121583801010912, 'gamma_18': 0.018711612189896032, 'gamma_19': 0.2628875940900288, 'gamma_20': -1.3178367128180564, 'gamma_21': -0.374362634481253, 'gamma_22': -0.3795954313148978, 'gamma_23': -1.6126010119187393, 'gamma_24': -2.1502864294902597, 'gamma_25': 0.6504922293080364, 'gamma_26': 2.249140360872798, 'gamma_27': 2.564155821212394, 'gamma_28': -0.13991705696598278, 'gamma_29': -2.7670836626231683, 'gamma_30': 1.014310528810722, 'gamma_31': 2.1184022011844426, 'gamma_32': -1.3998893899181113, 'gamma_33': -0.6151946977772804, 'gamma_34': -2.607022239231674, 'gamma_35': -1.8282343034250315, 'gamma_36': 2.839557546512651, 'gamma_37': 2.5740322137017833, 'gamma_38': 1.7272564213847619, 'gamma_39': 1.8134783843000895, 'gamma_40': -3.1408688389619788, 'gamma_41': 2.577950010564618, 'gamma_42': 0.09508031500701059, 'gamma_43': -1.7667985602738114, 'gamma_44': 2.4471737675020218, 'gamma_45': -1.2585680898904048, 'gamma_46': -3.005708279821655, 'gamma_47': 0.05071288000474583, 'gamma_48': -1.9560320959323128, 'beta_0': 2.464276584973902, 'beta_1': -0.3169038898237868, 'beta_2': 0.3516175198043326, 'beta_3': 1.8440153285230376, 'beta_4': -0.5577107746070148, 'beta_5': 0.7199030377242714, 'beta_6': 1.7310617437854445, 'beta_7': -3.0885484555560097, 'beta_8': -0.04921342195836381, 'beta_9': -0.18742203526476978, 'beta_10': 2.5286589548155822, 'beta_11': -0.4432562301559007, 'beta_12': 0.8741191014778648, 'beta_13': 0.18947180741156663, 'beta_14': -1.0402110368147264, 'beta_15': 1.5505442828555291, 'beta_16': -0.005921407185466854, 'beta_17': -1.6616851008897346, 'beta_18': 0.8480654588971747, 'beta_19': 2.1414305569306804, 'beta_20': 1.608726456895286, 'beta_21': -0.30199041988852354, 'beta_22': 0.9947361164479989, 'beta_23': 2.366598058525974, 'beta_24': -2.1637154366337086, 'beta_25': -2.2611437023302154, 'beta_26': -2.6691696078634943, 'beta_27': -3.1384193013443387, 'beta_28': -1.9089914534398773, 'beta_29': 1.8656449319553037, 'beta_30': -2.601815495369325, 'beta_31': -1.6837643254899837, 'beta_32': 1.670353981647329, 'beta_33': 1.9894700683100333, 'beta_34': -1.836229837359459, 'beta_35': -0.33164385837928845, 'beta_36': -2.339769272656412, 'beta_37': 2.4398079917838222, 'beta_38': -0.8346891660714011, 'beta_39': 1.945146430252655, 'beta_40': -1.2982367446100471, 'beta_41': 1.8151948287635395, 'beta_42': 0.8837468148155918, 'beta_43': -0.7453144026173348, 'beta_44': 3.052801093988468, 'beta_45': 1.1172567449744346, 'beta_46': 0.2587968711668944, 'beta_47': -2.3955500960663194, 'beta_48': -1.7013840744468576}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:24:37,894] Trial 128 finished with value: -31.618999937895428 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 1.931354172916317, 'gamma_1': -2.890946444306069, 'gamma_2': 0.1315157318554777, 'gamma_3': 1.6726218434244764, 'gamma_4': -3.13632326340126, 'gamma_5': -0.43537950007821663, 'gamma_6': -1.493006068109342, 'gamma_7': -0.4341995208725548, 'gamma_8': -0.6979467194656046, 'gamma_9': 1.366467288929877, 'gamma_10': -0.38683671697726973, 'gamma_11': 2.7847158451598966, 'gamma_12': -0.9829637402210384, 'gamma_13': 0.8794552338879543, 'gamma_14': -0.9980229105756284, 'gamma_15': 1.2744476788690653, 'gamma_16': 2.1903240408478375, 'gamma_17': 2.3199855280995565, 'gamma_18': 1.6766659957746282, 'gamma_19': 1.5972647266065239, 'gamma_20': -0.4096036904941069, 'gamma_21': -1.5232459321684153, 'gamma_22': 1.565613650036277, 'gamma_23': -2.5998136982649322, 'gamma_24': -3.0461605730676014, 'gamma_25': 0.9644927754007154, 'gamma_26': 2.5294629654779524, 'gamma_27': 1.1224723830521162, 'gamma_28': -0.9294048192963332, 'gamma_29': 2.3048114279103533, 'gamma_30': 2.6572063357198252, 'gamma_31': -3.10672223058846, 'gamma_32': -2.1870578564059495, 'gamma_33': -1.4501984762096851, 'gamma_34': -2.1601966754413326, 'gamma_35': -2.347493574515027, 'gamma_36': 3.02792893831554, 'beta_0': 1.9274947951482837, 'beta_1': -2.254948990239728, 'beta_2': 1.1128703643738735, 'beta_3': 2.464427452647944, 'beta_4': -0.772027937405459, 'beta_5': -0.18816955813018796, 'beta_6': 2.0578146236579284, 'beta_7': 0.8893605457336399, 'beta_8': 0.22318905994904437, 'beta_9': -1.7683014476907166, 'beta_10': 2.760493015254683, 'beta_11': 0.07183411838287679, 'beta_12': -2.8848432744746786, 'beta_13': 1.7967188108603873, 'beta_14': 0.7728153228465219, 'beta_15': 1.275570556148903, 'beta_16': -3.1286560766561755, 'beta_17': -1.1316280060432369, 'beta_18': 0.32018430221539884, 'beta_19': 1.0076749126049498, 'beta_20': 2.33752629162868, 'beta_21': -1.3418097370606417, 'beta_22': 1.8431570327920723, 'beta_23': 1.6208486617904359, 'beta_24': 0.7859285500366233, 'beta_25': -1.9666568377077653, 'beta_26': -2.228612902883955, 'beta_27': -2.635796142254715, 'beta_28': -1.071797823210922, 'beta_29': -0.0199049464019882, 'beta_30': -2.3510257657370306, 'beta_31': -1.147442534901723, 'beta_32': -0.0692219239749593, 'beta_33': 2.7716906840489424, 'beta_34': -2.475089444307411, 'beta_35': 2.875192027053879, 'beta_36': -2.8565070873783784}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:25:22,592] Trial 129 finished with value: -32.208999967603944 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 2.3872804135244827, 'gamma_1': -0.5995300507071821, 'gamma_2': 2.1779437244122484, 'gamma_3': -0.04783069153213025, 'gamma_4': -2.387462544221867, 'gamma_5': -1.2158851457606072, 'gamma_6': -0.7194270153827216, 'gamma_7': -0.11760884362890639, 'gamma_8': 2.1333250277832887, 'gamma_9': 2.265584529499442, 'gamma_10': 0.37667911472281546, 'gamma_11': 2.5061461378766214, 'gamma_12': -1.28102978257507, 'gamma_13': 1.4371002518185034, 'gamma_14': 0.9168059372223056, 'gamma_15': 0.6514000456725484, 'gamma_16': 1.4407032018661527, 'gamma_17': 1.413495713827528, 'gamma_18': -0.42815370915021495, 'gamma_19': -0.29235666080529843, 'gamma_20': -1.7874445163276504, 'gamma_21': -1.8747503423938383, 'gamma_22': 1.7583430091865455, 'gamma_23': 0.11802539406753998, 'gamma_24': 0.9613370936870578, 'gamma_25': 1.1083535209566913, 'gamma_26': 2.995070800125427, 'gamma_27': 1.6537375178262161, 'gamma_28': -0.3791517609341116, 'gamma_29': -1.0625739102893854, 'gamma_30': 2.4530420900646437, 'gamma_31': -1.8618411835113093, 'gamma_32': 2.9879748389462235, 'gamma_33': 0.6178223522134442, 'gamma_34': -2.435017351354886, 'gamma_35': -2.938883677791607, 'gamma_36': 1.2469381131983484, 'gamma_37': 1.7939921098625011, 'gamma_38': 1.9457520298849054, 'gamma_39': 1.4888279154447093, 'gamma_40': 0.30449114561508545, 'gamma_41': 1.9000870042251852, 'gamma_42': -0.2382590805268376, 'gamma_43': -2.11978137175507, 'gamma_44': 1.3443808104396742, 'gamma_45': 0.19833678789736153, 'beta_0': 1.660471990869408, 'beta_1': -2.486264290794561, 'beta_2': -0.19847275569217485, 'beta_3': 1.3018174166624692, 'beta_4': -0.4000499695921924, 'beta_5': -3.08042318959604, 'beta_6': 2.3714454892239765, 'beta_7': 1.203144219569143, 'beta_8': 0.5112847587569005, 'beta_9': -0.4487819444974035, 'beta_10': -1.8638563401970276, 'beta_11': 0.6151293237322815, 'beta_12': -2.7541557276172624, 'beta_13': -0.7023498782652039, 'beta_14': -0.3163856120646698, 'beta_15': 1.8099422407586374, 'beta_16': -2.4175322878970995, 'beta_17': 0.018976237547417694, 'beta_18': 1.5651093358206025, 'beta_19': -2.3451543695806167, 'beta_20': 1.1259958720188858, 'beta_21': -1.54765920148269, 'beta_22': 1.66768522643023, 'beta_23': 0.3802246289996585, 'beta_24': -1.4921186313280508, 'beta_25': -1.7848245189663894, 'beta_26': -2.8756985935540995, 'beta_27': -1.6057020464030431, 'beta_28': -1.5918976546243264, 'beta_29': -0.22615955119211306, 'beta_30': -0.13032970886480377, 'beta_31': -1.4173341899082357, 'beta_32': -0.4343191289434863, 'beta_33': 2.8961731881331336, 'beta_34': -2.8709990184802043, 'beta_35': 0.35937023583779687, 'beta_36': 1.8909969205321522, 'beta_37': 1.8548454002999901, 'beta_38': -0.5562331980040675, 'beta_39': -2.650983063866136, 'beta_40': -0.20352153728096833, 'beta_41': 1.1903128078057044, 'beta_42': 0.023590968667176547, 'beta_43': -0.3950296754155442, 'beta_44': 2.5288599906863913, 'beta_45': 0.5702579700243227}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:26:05,863] Trial 130 finished with value: -32.63062522331239 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 1.598743707157315, 'gamma_1': -0.08813029916053255, 'gamma_2': -0.4682455770771684, 'gamma_3': 0.7975262862437045, 'gamma_4': -2.290936312577788, 'gamma_5': -0.6961382162361026, 'gamma_6': -1.3827455886094946, 'gamma_7': -0.5867837001086411, 'gamma_8': -0.25560092765360976, 'gamma_9': 0.642740146005885, 'gamma_10': -0.5712105902688538, 'gamma_11': 3.133355649463221, 'gamma_12': -0.35779479814299897, 'gamma_13': -1.6034308589212225, 'gamma_14': -0.7757406157565587, 'gamma_15': -0.2199711994698006, 'gamma_16': 1.7365737301532005, 'gamma_17': 0.39907202313145373, 'gamma_18': -1.1342920809573083, 'gamma_19': 0.9044587334727046, 'gamma_20': -0.981580202964984, 'gamma_21': 0.8549433913491462, 'gamma_22': 1.9678206638310511, 'gamma_23': -1.916786659559226, 'gamma_24': -0.5707555024319302, 'gamma_25': 0.47495054663997993, 'gamma_26': 1.859817715966286, 'gamma_27': 2.689052797238163, 'gamma_28': 0.384304118110523, 'gamma_29': -1.2786577398026988, 'gamma_30': 2.788602387639701, 'gamma_31': 1.4161481791425212, 'gamma_32': 2.7732082736669357, 'gamma_33': -0.44100234273902883, 'gamma_34': -1.7321958811525788, 'gamma_35': -2.584961036170017, 'gamma_36': 2.676723341571486, 'gamma_37': 2.3404330636307877, 'gamma_38': 0.7387812345672411, 'gamma_39': 2.236060143070558, 'gamma_40': -0.5768012157029143, 'gamma_41': 3.050834999906708, 'gamma_42': -2.0275130229799494, 'gamma_43': -1.336179528025204, 'beta_0': 2.660842256682436, 'beta_1': -2.791241589396863, 'beta_2': 0.9819513407990865, 'beta_3': 2.0415184014044985, 'beta_4': -0.21376967476835057, 'beta_5': -0.49228712279491044, 'beta_6': 0.5438686382980261, 'beta_7': 1.9692088037680526, 'beta_8': -0.7228193127041922, 'beta_9': 0.26693394728811193, 'beta_10': 2.1066697931881446, 'beta_11': -0.5907111895754539, 'beta_12': 0.6215290598861785, 'beta_13': -0.9935395982233104, 'beta_14': -0.7945922852325906, 'beta_15': 0.2746343307881957, 'beta_16': -0.6295261002461338, 'beta_17': -0.19039417608563308, 'beta_18': -0.0760223322557424, 'beta_19': 1.1837874006423483, 'beta_20': 0.5646076891609184, 'beta_21': -0.688483695924684, 'beta_22': 1.2177519228875062, 'beta_23': 0.6915909966958741, 'beta_24': -1.6956613586844966, 'beta_25': -0.9073190262647132, 'beta_26': -1.2439882505629163, 'beta_27': -2.971044773581632, 'beta_28': -3.116851717857915, 'beta_29': -0.5369875523099517, 'beta_30': 1.70012911766303, 'beta_31': -2.1283671277432976, 'beta_32': -1.3821146382327922, 'beta_33': 3.1393396122113604, 'beta_34': -2.627066428185842, 'beta_35': 3.1063340017987957, 'beta_36': -2.490112365690517, 'beta_37': 1.4978847961355477, 'beta_38': -1.7945940343652051, 'beta_39': 2.15370173668915, 'beta_40': 0.5817672984377746, 'beta_41': -1.1358917855698616, 'beta_42': -2.338200680144519, 'beta_43': -1.0346499415557955}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:26:49,117] Trial 131 finished with value: -31.673875215110716 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 1.5960952621326818, 'gamma_1': 0.19842886876139565, 'gamma_2': -0.4225677392235483, 'gamma_3': 0.82026446648328, 'gamma_4': -2.2432999045853856, 'gamma_5': -0.6517251730364845, 'gamma_6': -1.3933298499075835, 'gamma_7': -0.6249967977882585, 'gamma_8': -0.22793521593825697, 'gamma_9': 0.6276286441455388, 'gamma_10': 1.113133868414785, 'gamma_11': 2.946615677349929, 'gamma_12': -0.1671924427632741, 'gamma_13': -2.458547299292005, 'gamma_14': -0.5017453420715284, 'gamma_15': -0.6683472333593525, 'gamma_16': 1.7370513777440328, 'gamma_17': 0.2432085045090031, 'gamma_18': -1.1661432695230132, 'gamma_19': 0.933461316142202, 'gamma_20': -1.0302047292688652, 'gamma_21': 0.7452945137450324, 'gamma_22': 2.0603411172954966, 'gamma_23': -1.9983633982594944, 'gamma_24': 0.08972005599955257, 'gamma_25': 0.5427303849435616, 'gamma_26': 1.855103745148019, 'gamma_27': 2.674844766065583, 'gamma_28': 0.20913889597289742, 'gamma_29': -0.4741012889704727, 'gamma_30': 2.8832973375236333, 'gamma_31': 1.4350494584541273, 'gamma_32': 2.8105126685669997, 'gamma_33': -0.4223426472607853, 'gamma_34': -1.3271022151847762, 'gamma_35': -0.5529414632812885, 'gamma_36': 2.6804145198607854, 'gamma_37': 2.135648354170434, 'gamma_38': 0.902554198554965, 'gamma_39': 2.802979374168693, 'gamma_40': -0.6219883581564993, 'gamma_41': 3.056568049437633, 'gamma_42': -2.077897184553689, 'gamma_43': -1.3798281535899002, 'beta_0': 2.6715539388967624, 'beta_1': -2.8141262922867343, 'beta_2': 0.8606935003570421, 'beta_3': 2.029652636824298, 'beta_4': -0.19145739927593508, 'beta_5': -0.4406154771618336, 'beta_6': 0.3857715202558569, 'beta_7': 2.7950633960887297, 'beta_8': -0.5242501623491769, 'beta_9': 0.31749575605216007, 'beta_10': 1.9222619910229426, 'beta_11': -0.5764635062877697, 'beta_12': 0.6233887340328501, 'beta_13': -0.9215422713652339, 'beta_14': -0.8310178607668726, 'beta_15': 0.6213276627581709, 'beta_16': -0.75267078087137, 'beta_17': -0.5101433926574501, 'beta_18': 0.21565844476890655, 'beta_19': 0.7639329708108715, 'beta_20': -0.16323350803271897, 'beta_21': -0.6425373688520236, 'beta_22': 1.2528667758789727, 'beta_23': 0.658154005462711, 'beta_24': -1.7067914006242657, 'beta_25': -0.8861772030856102, 'beta_26': 0.36102052959236575, 'beta_27': -2.992515032812317, 'beta_28': -2.4405265505346945, 'beta_29': -0.52144446235673, 'beta_30': -2.4957546594029387, 'beta_31': -2.155722059919279, 'beta_32': -1.2392344625545457, 'beta_33': 2.6111833139921727, 'beta_34': -2.614789350635555, 'beta_35': 3.1365553095790886, 'beta_36': -2.528431601719272, 'beta_37': 1.3020267959532077, 'beta_38': -1.6655755818564084, 'beta_39': 2.202061895581258, 'beta_40': 0.6356492766362227, 'beta_41': -1.1184743731923104, 'beta_42': -2.2747975035204897, 'beta_43': -1.0855752446697369}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:27:32,113] Trial 132 finished with value: -32.1749977144289 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 1.7756955468954352, 'gamma_1': -0.11921583273616576, 'gamma_2': -0.48108910950685013, 'gamma_3': 1.0150937189946114, 'gamma_4': -2.078568196170734, 'gamma_5': -0.8181490090322047, 'gamma_6': -1.7658660903920367, 'gamma_7': -0.7824485172070579, 'gamma_8': -0.031896469219053064, 'gamma_9': -1.786779210111711, 'gamma_10': -0.5172687938312823, 'gamma_11': 3.137219130928037, 'gamma_12': -0.37016671137108187, 'gamma_13': 0.6952696858974119, 'gamma_14': -0.66254495843558, 'gamma_15': -0.23141729469046368, 'gamma_16': 1.5958540091068678, 'gamma_17': 1.7827656278085096, 'gamma_18': -1.6702694514437797, 'gamma_19': -1.5109707533620682, 'gamma_20': -0.7781615821711314, 'gamma_21': 1.2428033898102488, 'gamma_22': 1.9920505233328074, 'gamma_23': -2.310884605191118, 'gamma_24': -0.9491147258943192, 'gamma_25': 0.2782145427523469, 'gamma_26': 1.5017154885341037, 'gamma_27': 2.749805128030706, 'gamma_28': 0.3780743617322699, 'gamma_29': -1.2625841169910337, 'gamma_30': 2.741707455325062, 'gamma_31': 1.7114040157760073, 'gamma_32': 2.718842556949655, 'gamma_33': -0.7726123875824497, 'gamma_34': -1.7311524000466636, 'gamma_35': -2.584258462021614, 'gamma_36': 2.2265444566469674, 'gamma_37': 2.3801480483052906, 'gamma_38': 0.7278372304703744, 'gamma_39': 2.014318268273638, 'gamma_40': -0.15713622894088902, 'gamma_41': 2.42358689672844, 'gamma_42': -2.3409919505612065, 'gamma_43': -0.7081439520246107, 'beta_0': 2.7920129292104856, 'beta_1': -2.64667912646111, 'beta_2': 1.262156027156571, 'beta_3': 2.171517293965274, 'beta_4': 0.1018011438978404, 'beta_5': -0.5534400213479764, 'beta_6': 0.09632559452013534, 'beta_7': 1.9107651491177746, 'beta_8': -0.8738840731104982, 'beta_9': 0.4870915468517029, 'beta_10': 2.1614635197985974, 'beta_11': -0.3874378651421403, 'beta_12': 0.28588681409047706, 'beta_13': -1.537759601444762, 'beta_14': -0.5834225186678813, 'beta_15': 0.1705818361476053, 'beta_16': -1.1632797919794406, 'beta_17': -0.2332083925542658, 'beta_18': -0.1547423153483187, 'beta_19': 1.16945052844248, 'beta_20': 0.5900895952369394, 'beta_21': -1.1955513946679353, 'beta_22': 0.8921793809482359, 'beta_23': 0.7592970410762655, 'beta_24': -1.2905087101794583, 'beta_25': -0.645724873024996, 'beta_26': -1.7629857605584178, 'beta_27': -2.8911135682490547, 'beta_28': -3.1245830573601574, 'beta_29': -0.732961585136479, 'beta_30': 1.8042491072228144, 'beta_31': -1.9995231236726978, 'beta_32': -1.5676490198057682, 'beta_33': 3.093211514307788, 'beta_34': -3.0222251131471634, 'beta_35': 3.0331066168720655, 'beta_36': -2.713509235357797, 'beta_37': 1.5450944003187796, 'beta_38': -1.895802299083427, 'beta_39': 1.4638173004096657, 'beta_40': 0.47022145966654416, 'beta_41': -1.9207920289428029, 'beta_42': -2.6683431674389544, 'beta_43': -1.5396283181668744}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:28:16,408] Trial 133 finished with value: -31.85387474665273 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 2.131379717470077, 'gamma_1': -0.8052149055386912, 'gamma_2': -0.6112136847108652, 'gamma_3': 1.2858463312348136, 'gamma_4': -2.5102617079584233, 'gamma_5': -2.928706587772443, 'gamma_6': -1.1273952049757334, 'gamma_7': -0.2699182402636595, 'gamma_8': 1.0273634700892351, 'gamma_9': 0.3767407707949184, 'gamma_10': -0.6844743771456029, 'gamma_11': 3.020776988113721, 'gamma_12': -0.8236320864296869, 'gamma_13': -1.6990337192668012, 'gamma_14': -1.1370548117864083, 'gamma_15': -0.943761224642032, 'gamma_16': 1.954451967174557, 'gamma_17': -0.12891267928070604, 'gamma_18': -1.4507673067394538, 'gamma_19': 0.8309316437211286, 'gamma_20': -1.197864512693641, 'gamma_21': 0.8480686839688132, 'gamma_22': 2.4964280561959318, 'gamma_23': -1.905535361877197, 'gamma_24': -0.7660415213208527, 'gamma_25': 0.4050153505284593, 'gamma_26': 1.2818503335864553, 'gamma_27': 2.4402679784164074, 'gamma_28': -1.1484254615007505, 'gamma_29': -1.4383337141848487, 'gamma_30': 2.3843977526097415, 'gamma_31': 1.2710036204650939, 'gamma_32': 3.133705231327247, 'gamma_33': -1.004908635919879, 'gamma_34': -1.4570086977587948, 'gamma_35': 3.0264452271331046, 'gamma_36': 2.4237807520868895, 'gamma_37': 2.989020895432413, 'gamma_38': 1.4695384786218222, 'gamma_39': 2.167222335648371, 'gamma_40': 1.6064279538491988, 'gamma_41': 2.7491895483526947, 'gamma_42': -1.6389398052740565, 'gamma_43': -1.185020190197425, 'gamma_44': 1.7795261263388644, 'gamma_45': -3.085008104298893, 'gamma_46': -1.7274365125084348, 'beta_0': 2.2617365707351205, 'beta_1': -3.1375231552853498, 'beta_2': 0.9733179731868584, 'beta_3': 2.3612513016267442, 'beta_4': -0.07303064625610678, 'beta_5': -1.0336606608410852, 'beta_6': -0.5616380901175165, 'beta_7': 2.344596477956386, 'beta_8': -0.6579284925189786, 'beta_9': -1.9853965050228797, 'beta_10': 3.141122649791807, 'beta_11': -0.3448033519984156, 'beta_12': 0.3582774346006512, 'beta_13': -1.0691630937337666, 'beta_14': -0.5076344738100957, 'beta_15': 0.3786724464715481, 'beta_16': -0.6390628802355642, 'beta_17': 0.5088969212713509, 'beta_18': 0.41651610728263905, 'beta_19': -1.1585537352125397, 'beta_20': 0.2072215111909722, 'beta_21': -0.8773385460960159, 'beta_22': 2.700020977829587, 'beta_23': 0.5242163507006001, 'beta_24': -0.6590791139180276, 'beta_25': -1.086029648562428, 'beta_26': -1.2928177520878752, 'beta_27': -2.70527337160093, 'beta_28': -2.2759199683923033, 'beta_29': -0.4026458161850296, 'beta_30': 1.6514641655511735, 'beta_31': -2.39477549453933, 'beta_32': -2.3237365391043374, 'beta_33': 2.87166999493186, 'beta_34': -2.707958729337366, 'beta_35': 2.4858463490828058, 'beta_36': -2.3893833835795015, 'beta_37': 1.7159560437809742, 'beta_38': -1.4410628414292397, 'beta_39': 2.50288854635597, 'beta_40': 0.8490954617133532, 'beta_41': -1.188978416685301, 'beta_42': -1.8211596135156574, 'beta_43': -0.24258564833032387, 'beta_44': 1.246202384242301, 'beta_45': 1.6374631273733888, 'beta_46': -1.2607406101072733}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:28:57,445] Trial 134 finished with value: -31.687374943731456 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 0.867446219361101, 'gamma_1': 0.01976326616124935, 'gamma_2': -0.27013831281890466, 'gamma_3': 0.3022342429825778, 'gamma_4': -2.8426282179466815, 'gamma_5': -0.11012293031660703, 'gamma_6': -1.2225916687638183, 'gamma_7': -1.073368888902078, 'gamma_8': -0.549801045558661, 'gamma_9': 0.9617181321793489, 'gamma_10': 0.7698560643956809, 'gamma_11': 2.7320817861171913, 'gamma_12': -0.5116827739985212, 'gamma_13': -1.8875383018847374, 'gamma_14': -0.8710294616814986, 'gamma_15': -1.235977741928211, 'gamma_16': 2.44265810632742, 'gamma_17': 1.6184931724328775, 'gamma_18': -0.813954793763443, 'gamma_19': 0.5025823369057534, 'gamma_20': -0.5931207664875402, 'gamma_21': 1.0968006608787118, 'gamma_22': 2.1695647246855505, 'gamma_23': -2.6934405996705224, 'gamma_24': 0.3608462725473278, 'gamma_25': 0.6993909803636342, 'gamma_26': 2.0918822330865052, 'gamma_27': -2.8708118489811856, 'gamma_28': 0.6750095679057281, 'gamma_29': -0.7180933572233326, 'gamma_30': 2.6158364812059536, 'gamma_31': 2.69311683032084, 'gamma_32': 2.544573389554692, 'gamma_33': -0.1311627942742803, 'gamma_34': -1.9790313379223188, 'gamma_35': -2.7437997283548605, 'gamma_36': 2.796174869329143, 'gamma_37': 2.2775438004304815, 'gamma_38': 0.44497854995434705, 'gamma_39': 2.3146698190244215, 'gamma_40': -0.4573560679835508, 'gamma_41': 1.6042352045917165, 'beta_0': 2.9045663452141337, 'beta_1': -2.9862926554551517, 'beta_2': 0.5384793786152496, 'beta_3': 2.9480000048157557, 'beta_4': -0.3430646356395545, 'beta_5': 1.435509156916642, 'beta_6': 2.7865015545011755, 'beta_7': 1.7294839301474316, 'beta_8': -0.29225581600236833, 'beta_9': 0.7285665649132071, 'beta_10': 1.7240096670934557, 'beta_11': -0.18455777167213794, 'beta_12': 0.0795278916141513, 'beta_13': 1.088136489881037, 'beta_14': -0.95821500668037, 'beta_15': 0.31942729944661075, 'beta_16': 2.1434684774103547, 'beta_17': -0.1174494333746827, 'beta_18': -0.04726279272936783, 'beta_19': 0.9358851376222913, 'beta_20': 0.7281255475897451, 'beta_21': -1.0418850027293325, 'beta_22': 1.9394160311018211, 'beta_23': 1.3649196543190214, 'beta_24': -2.7831767754161247, 'beta_25': -1.5161812970285047, 'beta_26': -1.914978934237698, 'beta_27': -2.4602680743481744, 'beta_28': -1.813767915646149, 'beta_29': -0.13872009644418926, 'beta_30': 2.1174152605191074, 'beta_31': -1.8217197246307748, 'beta_32': -2.369880270969986, 'beta_33': -2.4486748088427728, 'beta_34': -2.4024546598696137, 'beta_35': -0.4603619800242501, 'beta_36': -3.012663319132626, 'beta_37': 1.465974009270551, 'beta_38': -2.46875538334617, 'beta_39': 2.818670083124703, 'beta_40': 0.08063925631634705, 'beta_41': -2.4087064445592783}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:29:37,119] Trial 135 finished with value: -32.42762640852172 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.1949756892008245, 'gamma_1': -1.0819294724554522, 'gamma_2': 2.5337143001618596, 'gamma_3': 0.5243303783129262, 'gamma_4': -1.862852017500091, 'gamma_5': -1.1382882763140465, 'gamma_6': -1.0137335423254226, 'gamma_7': -0.5494412989063084, 'gamma_8': 0.29254080256300724, 'gamma_9': -1.2893188368135395, 'gamma_10': -1.036175504442478, 'gamma_11': 2.873505432674237, 'gamma_12': -0.3006075494858393, 'gamma_13': 1.013368712340318, 'gamma_14': -0.7441371087710421, 'gamma_15': -0.15333040833314154, 'gamma_16': 1.839144408420652, 'gamma_17': 0.8914976389966747, 'gamma_18': -0.21241544670074916, 'gamma_19': 0.6944936401348553, 'gamma_20': -1.4356675244387203, 'gamma_21': 1.478724097757737, 'gamma_22': 1.746220224929657, 'gamma_23': -2.1570367343992802, 'gamma_24': -2.6950038876830957, 'gamma_25': 0.7700469172965715, 'gamma_26': 1.922926456129785, 'gamma_27': 2.192054642080727, 'gamma_28': -1.4726301422686832, 'gamma_29': -1.7394457707928859, 'gamma_30': 2.024058092590613, 'gamma_31': 2.2449903426810973, 'gamma_32': -1.7520828462073752, 'gamma_33': -0.5003026623231439, 'gamma_34': -1.6261086960432447, 'gamma_35': -3.1410582459365806, 'gamma_36': 2.6359231144507214, 'gamma_37': 2.020749924994188, 'gamma_38': 1.050492678191457, 'gamma_39': 2.6785235794278734, 'beta_0': 2.39696037413196, 'beta_1': -2.8550577246432614, 'beta_2': 0.7055505102373055, 'beta_3': 1.6111754065913622, 'beta_4': -0.7075165380181172, 'beta_5': 0.0852868729766807, 'beta_6': 1.0904790534345516, 'beta_7': 0.11030274140214344, 'beta_8': 2.350946947419984, 'beta_9': 0.20564413791191394, 'beta_10': 2.424772225760396, 'beta_11': -0.628761677646148, 'beta_12': -2.2342195438111263, 'beta_13': -1.895775354382905, 'beta_14': -0.7206293813591822, 'beta_15': -0.07065078686264648, 'beta_16': -0.5360445743376743, 'beta_17': -1.2767700108400042, 'beta_18': 1.1466823976265044, 'beta_19': 1.2659462903745837, 'beta_20': 0.3727473127176675, 'beta_21': -1.62997093080522, 'beta_22': 1.4648026044346496, 'beta_23': 0.8825890395942713, 'beta_24': -2.415591572691685, 'beta_25': -1.3464606918358217, 'beta_26': -2.418468855724558, 'beta_27': -3.027346857132988, 'beta_28': -0.8121914363196274, 'beta_29': -0.887490608162753, 'beta_30': 2.418164748097048, 'beta_31': -1.6105592250632976, 'beta_32': -1.4244447180043143, 'beta_33': 1.400357348268727, 'beta_34': -2.1646246464932184, 'beta_35': 0.12727356747054897, 'beta_36': -2.834834515287081, 'beta_37': 2.986674474673873, 'beta_38': -2.2029401344016573, 'beta_39': 1.6712582106885252}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:30:23,012] Trial 136 finished with value: -31.41187479792489 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 1.4872188707295353, 'gamma_1': 0.12937916115922116, 'gamma_2': -1.2642232899014931, 'gamma_3': 0.7702656613576828, 'gamma_4': -2.6553436218472757, 'gamma_5': -0.3912009005915127, 'gamma_6': -1.599399663396838, 'gamma_7': -0.019351412207863572, 'gamma_8': -0.2921111894246443, 'gamma_9': 0.8516596029699834, 'gamma_10': -0.27036890522142143, 'gamma_11': 2.141555396445003, 'gamma_12': -0.6712912424054897, 'gamma_13': -0.8144827235623998, 'gamma_14': 0.06417025515348351, 'gamma_15': -0.4145507260159805, 'gamma_16': 2.7598747480460326, 'gamma_17': 1.1328573273159472, 'gamma_18': -0.7523242327437025, 'gamma_19': 1.212759264613461, 'gamma_20': -2.06865174609422, 'gamma_21': -0.6427721242736942, 'gamma_22': 2.77118755226796, 'gamma_23': -0.4574079937229922, 'gamma_24': -1.8765601536991272, 'gamma_25': 1.2131719411381516, 'gamma_26': 1.678497747135333, 'gamma_27': 1.3932768542444505, 'gamma_28': -0.7204881935689448, 'gamma_29': -1.0727485098643506, 'gamma_30': 3.010462180617783, 'gamma_31': 1.178037801174184, 'gamma_32': 0.598680735553633, 'gamma_33': 0.34861951233650834, 'gamma_34': -2.2893974073024776, 'gamma_35': -2.0995768606100005, 'gamma_36': 2.996661527735832, 'gamma_37': 2.737468001167981, 'gamma_38': 0.17764608068494095, 'gamma_39': 1.4643525558784933, 'gamma_40': -0.8010280278962334, 'gamma_41': 2.913375473322096, 'gamma_42': -0.45931759482610146, 'gamma_43': -0.9571862147159982, 'gamma_44': -0.5836842685497377, 'gamma_45': 2.456563868605637, 'gamma_46': -2.514783757753799, 'gamma_47': -3.1067723235282916, 'gamma_48': 1.4042318834312735, 'gamma_49': 3.139812737074209, 'beta_0': 2.60419314990041, 'beta_1': -2.7344004656444936, 'beta_2': 0.4222325794011288, 'beta_3': 2.597828384431456, 'beta_4': -0.9053567791023026, 'beta_5': -0.7077027292560569, 'beta_6': 2.152284299347648, 'beta_7': -0.6149296277224343, 'beta_8': 0.05446498912615605, 'beta_9': -0.10199112229148272, 'beta_10': 2.288165742371975, 'beta_11': -2.154317028054285, 'beta_12': 0.7815463569231502, 'beta_13': -1.3911268879474141, 'beta_14': -0.30936438684880574, 'beta_15': 0.5220139726949073, 'beta_16': -0.9084891201366043, 'beta_17': -0.8703303517148185, 'beta_18': 1.7178486146400005, 'beta_19': 1.5369938868228727, 'beta_20': 3.0533205011762616, 'beta_21': -1.4402401347409581, 'beta_22': 1.0864904609229036, 'beta_23': 3.1110473021318947, 'beta_24': -2.559191391735594, 'beta_25': -2.5570711719066836, 'beta_26': -2.1655915586206635, 'beta_27': -2.8657698690647755, 'beta_28': -1.279701068593435, 'beta_29': -0.35344617144638574, 'beta_30': 2.811831029960312, 'beta_31': -0.6815803126736719, 'beta_32': 2.757425413348714, 'beta_33': 1.7241464522960837, 'beta_34': -2.844625897928789, 'beta_35': -0.0923865758026069, 'beta_36': -2.1565026474407505, 'beta_37': 1.173411906751467, 'beta_38': 3.1171712914486176, 'beta_39': 2.0521914124280185, 'beta_40': 0.27126447386136165, 'beta_41': 1.4880293634295643, 'beta_42': -1.4447104244510145, 'beta_43': -1.087863514317462, 'beta_44': -0.5859837716449583, 'beta_45': -0.05782999099553088, 'beta_46': -0.6820408966452591, 'beta_47': -3.0773984435534265, 'beta_48': -2.3881464162301715, 'beta_49': 3.0688197077920987}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:31:10,769] Trial 137 finished with value: -32.16812493368489 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 1.371911161178652, 'gamma_1': 0.3739773296449407, 'gamma_2': -0.7928886872543254, 'gamma_3': 1.460274643210743, 'gamma_4': -2.316366058019859, 'gamma_5': -0.6091882866013894, 'gamma_6': 0.14753724596623857, 'gamma_7': 0.2756767168019283, 'gamma_8': -0.9515288045146789, 'gamma_9': 0.49792942472694257, 'gamma_10': 0.9662940317924272, 'gamma_11': 2.6139926892229517, 'gamma_12': -1.1566345979410106, 'gamma_13': -0.9809777280248706, 'gamma_14': 2.5521020124876777, 'gamma_15': 0.7348886580501485, 'gamma_16': 2.123800103512108, 'gamma_17': 0.4266037296618149, 'gamma_18': -1.2992614958736826, 'gamma_19': 1.068759000094536, 'gamma_20': -0.9216469013319135, 'gamma_21': 2.018940029532909, 'gamma_22': 1.9266717943035447, 'gamma_23': -2.8563588877713326, 'gamma_24': -2.3885271761079485, 'gamma_25': 0.9524495983447132, 'gamma_26': 2.6429168253770947, 'gamma_27': 2.1053446766413852, 'gamma_28': 0.9129265311329997, 'gamma_29': -2.2725278534877913, 'gamma_30': 2.1902232107507444, 'gamma_31': 2.583493815731883, 'gamma_32': 2.3713045239006627, 'gamma_33': -0.825276923709733, 'gamma_34': -1.9154271635498152, 'gamma_35': -2.521502192491973, 'gamma_36': 1.8398299010001389, 'gamma_37': 2.503422891009326, 'gamma_38': 1.2629563956938423, 'gamma_39': 1.7902605542544623, 'gamma_40': -0.2429710350740379, 'gamma_41': -0.18035171183146848, 'gamma_42': -0.7879626939775042, 'gamma_43': -1.6716829077122077, 'gamma_44': 0.8029629484462669, 'gamma_45': -0.2614347453946393, 'gamma_46': 0.18858433205886715, 'gamma_47': -1.0132811869691398, 'beta_0': 2.120479799399455, 'beta_1': -2.588478703608827, 'beta_2': 0.24147931784022436, 'beta_3': 0.9578731356983458, 'beta_4': 1.7091045141971286, 'beta_5': 2.2523197252881184, 'beta_6': 1.4688916810496797, 'beta_7': -0.06270458773192712, 'beta_8': -1.229320229077501, 'beta_9': 0.6042941799959212, 'beta_10': 2.0767059564891284, 'beta_11': 0.004740703499893362, 'beta_12': -2.4520249247617425, 'beta_13': 0.6984281564268848, 'beta_14': 0.04698932079334331, 'beta_15': 0.738378581911952, 'beta_16': -2.8507512051145314, 'beta_17': -0.39815159835990616, 'beta_18': 1.942192547811525, 'beta_19': 0.47738086874223384, 'beta_20': 1.793240084258083, 'beta_21': -0.3863964792885121, 'beta_22': 2.232791788626028, 'beta_23': 1.1790830590038064, 'beta_24': 1.4130532180113917, 'beta_25': -1.63133615443699, 'beta_26': -2.537846959067759, 'beta_27': 0.6303731185803473, 'beta_28': -2.029899724496913, 'beta_29': 0.6438797903327855, 'beta_30': 0.8389164911611845, 'beta_31': -1.2694008600364803, 'beta_32': -1.8539322164737193, 'beta_33': 2.416413784890659, 'beta_34': -2.337547418081682, 'beta_35': 2.771148506101451, 'beta_36': -2.6151088024126765, 'beta_37': 0.8154719991909282, 'beta_38': -1.1765449974785198, 'beta_39': 2.357863422050927, 'beta_40': -0.7398560362914749, 'beta_41': 2.449147106174987, 'beta_42': -2.3276201165822306, 'beta_43': -1.8180637612536592, 'beta_44': 1.8090517361359235, 'beta_45': 1.8670786645325417, 'beta_46': -1.856458799258573, 'beta_47': -0.21356690235478842}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:31:54,697] Trial 138 finished with value: -31.363250224166382 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 2.590287752932641, 'gamma_1': -1.3585240055642533, 'gamma_2': -0.1274458704614643, 'gamma_3': 0.1851248225505306, 'gamma_4': -2.430265878662911, 'gamma_5': -0.9989686629938916, 'gamma_6': -0.002864934731937191, 'gamma_7': -0.3927352284222768, 'gamma_8': -1.18691384912225, 'gamma_9': -0.19063599365374218, 'gamma_10': 0.6019631706230459, 'gamma_11': 2.33621036974518, 'gamma_12': -1.4509390510516236, 'gamma_13': -1.606068840345269, 'gamma_14': -0.24123741610095917, 'gamma_15': 1.0153103874213527, 'gamma_16': 1.1244951082063108, 'gamma_17': 1.9137449825936386, 'gamma_18': -1.005017785452141, 'gamma_19': -0.14947622328247856, 'gamma_20': -1.6659070590119867, 'gamma_21': 0.6179963483202682, 'gamma_22': 0.1628707389452269, 'gamma_23': -3.020841861186408, 'gamma_24': 2.6724880705512044, 'gamma_25': 0.5094581142371013, 'gamma_26': 2.431354334132273, 'gamma_27': 1.789629776053569, 'gamma_28': 0.10124826813171484, 'gamma_29': -0.852469709926575, 'gamma_30': 2.825551783697538, 'gamma_31': 1.8445144019427406, 'gamma_32': 1.1245454831109745, 'gamma_33': -0.2307942701733523, 'gamma_34': -1.5472736254742157, 'gamma_35': -2.261456880074319, 'gamma_36': 2.572000923614959, 'gamma_37': 2.9021085330521674, 'gamma_38': -0.2666199145999947, 'gamma_39': 0.17754931251791373, 'gamma_40': 0.06008469324591892, 'gamma_41': 2.0196575833387262, 'gamma_42': -2.046011764970402, 'gamma_43': -0.4256746604653714, 'gamma_44': -1.506540138928437, 'gamma_45': -1.177322749956047, 'beta_0': 3.0540196475181083, 'beta_1': -3.035105813684308, 'beta_2': 0.8149467529564213, 'beta_3': 1.7867632500223654, 'beta_4': 0.971082933572809, 'beta_5': -0.26145261174813006, 'beta_6': 2.9976833497999213, 'beta_7': 2.0447367328719155, 'beta_8': 0.6763358621450413, 'beta_9': 0.10373698661911737, 'beta_10': 2.861020993305167, 'beta_11': -1.052127205461921, 'beta_12': 0.5932582268520874, 'beta_13': -2.7515375205683017, 'beta_14': -1.3046781413508124, 'beta_15': 1.060502921335331, 'beta_16': -0.40612638806875556, 'beta_17': 2.7812378907972604, 'beta_18': 0.6825434472602713, 'beta_19': 1.9849794587673215, 'beta_20': 2.585290782355303, 'beta_21': -0.728195196067305, 'beta_22': 0.7613535034611706, 'beta_23': 1.8203281849858852, 'beta_24': -1.1747541258341607, 'beta_25': -0.9419427366760867, 'beta_26': -2.0351944698218514, 'beta_27': -2.5751873113386368, 'beta_28': -1.4686978988191646, 'beta_29': 2.0623846377887767, 'beta_30': -0.9833149777773423, 'beta_31': -0.9381585789978281, 'beta_32': 0.1265423037949493, 'beta_33': -2.7099889276267115, 'beta_34': -1.6451851221554805, 'beta_35': 2.3585505210133393, 'beta_36': -0.21556621638916562, 'beta_37': 2.20190008176818, 'beta_38': -1.8281207645679303, 'beta_39': 1.8502587369821408, 'beta_40': 0.5493399182765251, 'beta_41': 1.0173021690465187, 'beta_42': -0.6064477231384284, 'beta_43': -2.3893072353387788, 'beta_44': 2.0349862089976485, 'beta_45': 2.4010944216966266}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:33:13,289] Trial 139 finished with value: -23.657375001249864 and parameters: {'optimizer': 'SPSA', 'reps': 43, 'gamma_0': 1.6204847183010027, 'gamma_1': -0.3428329897461324, 'gamma_2': 0.20936869993639898, 'gamma_3': 0.41181168863830453, 'gamma_4': -2.9746498339792415, 'gamma_5': -2.761490408436207, 'gamma_6': -0.5905594856215208, 'gamma_7': 0.07658712608334917, 'gamma_8': -1.0847822786688919, 'gamma_9': -2.352031307892699, 'gamma_10': 0.24444255148434368, 'gamma_11': 2.492975189003978, 'gamma_12': -1.90145810438054, 'gamma_13': 0.8285383461905097, 'gamma_14': 0.24661420625834923, 'gamma_15': 0.26570170391469394, 'gamma_16': 0.886494611513803, 'gamma_17': 2.393090876675951, 'gamma_18': -0.627222405720899, 'gamma_19': 1.4272787073161475, 'gamma_20': -1.5843920033760144, 'gamma_21': 1.7371639271215948, 'gamma_22': 1.2646913973953648, 'gamma_23': -1.7358462488513737, 'gamma_24': -0.4557807661154309, 'gamma_25': 1.6540605421421581, 'gamma_26': 2.2681560746229437, 'gamma_27': 2.30268222388172, 'gamma_28': 0.4722671936417232, 'gamma_29': -0.9887408685421611, 'gamma_30': 1.8437476341152708, 'gamma_31': 2.0419398975415035, 'gamma_32': -1.653866144702612, 'gamma_33': -0.029590134239163346, 'gamma_34': -1.7900165160477064, 'gamma_35': -2.856355627349971, 'gamma_36': 2.2517156576281505, 'gamma_37': 1.6305930656910925, 'gamma_38': 0.5299837118848921, 'gamma_39': -0.26325297114394103, 'gamma_40': 1.1984598539669227, 'gamma_41': 2.32085845882597, 'gamma_42': 0.7550723094462516, 'beta_0': 2.5227862262818697, 'beta_1': -3.136508804918764, 'beta_2': 1.8632836551796896, 'beta_3': 0.04826129035769533, 'beta_4': 0.2540503516157989, 'beta_5': 1.1814855567754567, 'beta_6': 0.7835934613564824, 'beta_7': 1.3374254472570613, 'beta_8': 0.3232127975709293, 'beta_9': -0.8072928181397578, 'beta_10': 3.027804389585256, 'beta_11': -0.49957104479598713, 'beta_12': 1.2392514880561785, 'beta_13': 0.4058238913532118, 'beta_14': -0.8579525949040393, 'beta_15': 0.13530480443858578, 'beta_16': -1.0125573316621739, 'beta_17': -0.7461518402603019, 'beta_18': 0.9196169714993889, 'beta_19': 2.351098214764799, 'beta_20': 2.0706526028072645, 'beta_21': -1.3029603079827592, 'beta_22': 1.804189253781813, 'beta_23': 1.0341918677158617, 'beta_24': -2.3266018464253015, 'beta_25': -2.181747837125331, 'beta_26': -1.1885428541495535, 'beta_27': -2.742229611118866, 'beta_28': -3.0174438017865444, 'beta_29': 1.6159769581747472, 'beta_30': 1.2214625247796844, 'beta_31': -1.718437895494784, 'beta_32': 2.9480494639549666, 'beta_33': 0.449966258598941, 'beta_34': -1.9939637850328031, 'beta_35': -1.3425301779884538, 'beta_36': -3.1347391604187727, 'beta_37': 1.848277968197576, 'beta_38': -2.6201501785279944, 'beta_39': 2.7028928222553157, 'beta_40': 1.1475818520872856, 'beta_41': 2.0418683919624154, 'beta_42': -1.8885303747003666}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:33:52,229] Trial 140 finished with value: -32.08524987851681 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 1.0701503895386992, 'gamma_1': 1.0785141977973673, 'gamma_2': -2.7832102629768225, 'gamma_3': 0.0622700395562947, 'gamma_4': -2.1956026204745767, 'gamma_5': -0.2521511710835367, 'gamma_6': -0.8012973707661614, 'gamma_7': -0.7117533183742104, 'gamma_8': 2.4560621804714184, 'gamma_9': 0.23747872500018263, 'gamma_10': -0.22668080260864296, 'gamma_11': 3.0476248422359316, 'gamma_12': -1.0703773906361174, 'gamma_13': -0.4124690583453402, 'gamma_14': -2.39745165608431, 'gamma_15': -1.7775895874798187, 'gamma_16': 1.4070173864566176, 'gamma_17': 2.0523761703367387, 'gamma_18': -0.10248845039218923, 'gamma_19': -0.5475358280879855, 'gamma_20': -1.3567732808711241, 'gamma_21': 2.501707862751745, 'gamma_22': 2.352677585363152, 'gamma_23': -0.24863013662554362, 'gamma_24': 2.8736891282675403, 'gamma_25': -0.15576236755391581, 'gamma_26': 3.1405420438698153, 'gamma_27': -2.183378397823577, 'gamma_28': -0.29630608983922213, 'gamma_29': -3.134287392260987, 'gamma_30': 2.514529418048974, 'gamma_31': -1.540873793379244, 'gamma_32': 2.0727532215263587, 'gamma_33': -0.6146062765713394, 'gamma_34': -2.151729777576972, 'gamma_35': -3.039936450573165, 'gamma_36': 2.0087883103308153, 'gamma_37': 1.8608950746987714, 'gamma_38': 0.7421880841621294, 'beta_0': 2.7889106827217085, 'beta_1': -2.440809244470273, 'beta_2': 0.06878070793804593, 'beta_3': 1.456370744261694, 'beta_4': -0.5186207190658272, 'beta_5': -0.058605892239048774, 'beta_6': 1.7781466531730525, 'beta_7': -0.40103593920123026, 'beta_8': -0.7332830300176622, 'beta_9': -0.3040487085518899, 'beta_10': 2.6382903911418563, 'beta_11': -2.4529617716287953, 'beta_12': -1.9947520092928408, 'beta_13': -0.34872016588628635, 'beta_14': 0.39782264758597696, 'beta_15': 0.9246882160235612, 'beta_16': 0.840430497039521, 'beta_17': -1.0261241265460035, 'beta_18': 0.03578644401759007, 'beta_19': 1.748538815806847, 'beta_20': -1.789269713574987, 'beta_21': -0.5589916951594385, 'beta_22': 2.095331559543155, 'beta_23': 1.332576920876162, 'beta_24': -1.6227738791180792, 'beta_25': -2.0292510550420593, 'beta_26': -1.5510703783034547, 'beta_27': 2.994573044368691, 'beta_28': -2.2028757412567623, 'beta_29': 2.5269643037489877, 'beta_30': -2.0008612589080683, 'beta_31': -0.4236253516302619, 'beta_32': 0.389108971052026, 'beta_33': 0.898843483626851, 'beta_34': -3.036386452193109, 'beta_35': -1.6858735086615653, 'beta_36': -1.2430469999054, 'beta_37': 1.4613810750213991, 'beta_38': -1.323216964129019}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:34:09,800] Trial 141 finished with value: -31.051500208358814 and parameters: {'optimizer': 'COBYLA', 'reps': 14, 'gamma_0': 1.2639999282400547, 'gamma_1': -1.0804450596294253, 'gamma_2': 2.759717659862754, 'gamma_3': 0.7120100208223317, 'gamma_4': -1.8448540138047966, 'gamma_5': -1.1602289112598914, 'gamma_6': -1.0186503926267358, 'gamma_7': -0.547701927552592, 'gamma_8': 0.21451966501203884, 'gamma_9': -1.4964260639331317, 'gamma_10': 0.4178948755547287, 'gamma_11': 2.788024367147888, 'gamma_12': -0.3665799115180019, 'gamma_13': 1.3237435902758212, 'beta_0': 2.3756212679593296, 'beta_1': -2.879743936522666, 'beta_2': 0.7355054998399171, 'beta_3': 1.535842270429081, 'beta_4': -0.7116065710304835, 'beta_5': 0.17789772869758014, 'beta_6': 1.0913627853611825, 'beta_7': 0.16432152759768248, 'beta_8': 2.3657073379016205, 'beta_9': 0.21569599283936886, 'beta_10': 2.4073043405598797, 'beta_11': -0.7395607935623012, 'beta_12': -2.1327633459762367, 'beta_13': 0.055711246218535404}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:34:48,689] Trial 142 finished with value: -32.16687484518034 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 1.124350183862212, 'gamma_1': -1.237262684795291, 'gamma_2': 2.527343001750164, 'gamma_3': 0.5041943373474328, 'gamma_4': -2.0251174245443138, 'gamma_5': -0.7558033258670386, 'gamma_6': -1.2921476868581485, 'gamma_7': -0.8837460788582313, 'gamma_8': 0.27794149616172703, 'gamma_9': -1.4196189809561028, 'gamma_10': -1.2230382851793442, 'gamma_11': 2.9018884878442557, 'gamma_12': -0.2949630100093763, 'gamma_13': 1.0018194789461234, 'gamma_14': -0.6714274207058026, 'gamma_15': -0.13491971294921, 'gamma_16': 1.851480815188153, 'gamma_17': 0.5059738521202738, 'gamma_18': -0.1891017494399612, 'gamma_19': 0.9670017745724537, 'gamma_20': -1.9264344508431979, 'gamma_21': 1.3939557954064654, 'gamma_22': 1.7990315729509476, 'gamma_23': -2.099768534694886, 'gamma_24': -2.711128194473531, 'gamma_25': 0.8513391378172918, 'gamma_26': 1.955925406991578, 'gamma_27': 2.1951465070013825, 'gamma_28': -1.2756141822515026, 'gamma_29': -1.5754883975452905, 'gamma_30': 1.9927912347564563, 'gamma_31': 2.1947467888593373, 'gamma_32': -1.413964599957916, 'gamma_33': -0.47361747493430895, 'gamma_34': -1.711322972164848, 'gamma_35': -2.6775720391329996, 'gamma_36': 3.141445825150195, 'gamma_37': 2.032549189357458, 'gamma_38': 1.0782361453093907, 'beta_0': 2.380585566574244, 'beta_1': -2.8052509282128963, 'beta_2': 0.411157189066793, 'beta_3': 1.8323330015519559, 'beta_4': -0.6217201499664049, 'beta_5': 0.03990966380780696, 'beta_6': 1.9360006136893013, 'beta_7': 0.2821413523014793, 'beta_8': 2.2444330064266063, 'beta_9': 0.2784774281182525, 'beta_10': 2.5003414391264176, 'beta_11': -0.5948429977258506, 'beta_12': -2.291647727477306, 'beta_13': -2.253542983908363, 'beta_14': -0.7421975929100855, 'beta_15': -0.17288366476477762, 'beta_16': -0.5417033897673602, 'beta_17': -1.2806038220049905, 'beta_18': 1.1353774041472882, 'beta_19': 1.2578105906662185, 'beta_20': 0.7048690057209981, 'beta_21': -1.6757532703885611, 'beta_22': 1.4866321294233784, 'beta_23': 0.7842006313863868, 'beta_24': -1.8248427563616327, 'beta_25': -1.2293025595219988, 'beta_26': -0.8964979281668308, 'beta_27': -3.0020017227595233, 'beta_28': -0.8576404219662108, 'beta_29': -1.1183143424679014, 'beta_30': 2.5753994048158155, 'beta_31': -1.5287124556310208, 'beta_32': -1.4100522072054509, 'beta_33': 1.6179402246616745, 'beta_34': -2.184067290356666, 'beta_35': 0.13425028019158827, 'beta_36': -2.8439911410997687, 'beta_37': 2.953756746129347, 'beta_38': -2.242057482470907}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:35:29,114] Trial 143 finished with value: -31.956375150515775 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 0.5696422698119613, 'gamma_1': -1.0592174513274135, 'gamma_2': 2.52922044127916, 'gamma_3': 1.0932157171039518, 'gamma_4': -1.5443918937525702, 'gamma_5': -1.3466119263320844, 'gamma_6': 0.33731181435940083, 'gamma_7': -0.19214070334344546, 'gamma_8': -0.35836578443875355, 'gamma_9': -1.8554353509917958, 'gamma_10': -1.7638829888803182, 'gamma_11': 2.871590570756711, 'gamma_12': -0.6039594099725695, 'gamma_13': 1.1916561969085195, 'gamma_14': -0.8344569833003838, 'gamma_15': -0.2602240439376829, 'gamma_16': 1.7506237996002443, 'gamma_17': 0.9698262145570337, 'gamma_18': -0.3052164254203661, 'gamma_19': 0.7263031039292009, 'gamma_20': -1.5197350232493767, 'gamma_21': 1.5720880754927822, 'gamma_22': 1.58091276579882, 'gamma_23': -2.180266540206415, 'gamma_24': -2.4714596827398, 'gamma_25': 0.7587440101888998, 'gamma_26': 2.0990513649097626, 'gamma_27': 1.913321185347464, 'gamma_28': -1.4661475994412083, 'gamma_29': -1.752490013351561, 'gamma_30': 2.1129803003164445, 'gamma_31': 2.349514948959151, 'gamma_32': -1.8945005166052518, 'gamma_33': 0.7825070872449292, 'gamma_34': -1.2347760436382467, 'gamma_35': -3.126077642688956, 'gamma_36': 2.670689710676331, 'gamma_37': 2.305292110032242, 'gamma_38': 0.9800384610330112, 'gamma_39': 2.581919183196762, 'gamma_40': -2.3113863736574385, 'beta_0': 2.223229928728867, 'beta_1': -2.88877974226499, 'beta_2': 0.6279021300217222, 'beta_3': 1.6890285525588093, 'beta_4': -0.23441102643636583, 'beta_5': 0.5821003588169784, 'beta_6': 0.6239425310717184, 'beta_7': 0.5421112484110269, 'beta_8': 2.9796262177722332, 'beta_9': 0.01452425036424429, 'beta_10': 2.182103925260596, 'beta_11': -0.27856292174268094, 'beta_12': -1.8968617407149344, 'beta_13': -1.855517042626714, 'beta_14': 0.9215295527754195, 'beta_15': -0.3634737434734757, 'beta_16': -0.5465435010560242, 'beta_17': -1.527183807649057, 'beta_18': 1.2780875148993418, 'beta_19': 1.1195565702859007, 'beta_20': -2.0468128731887645, 'beta_21': -1.5950968069360252, 'beta_22': 1.2112172726503547, 'beta_23': 0.9064701654734898, 'beta_24': -2.4364724140634166, 'beta_25': -1.3473381717485922, 'beta_26': -2.4465890332678235, 'beta_27': -3.1263250546914647, 'beta_28': -0.17964396383573983, 'beta_29': -0.9273860094837396, 'beta_30': 2.1085516023907704, 'beta_31': -1.6442904835588656, 'beta_32': -1.3697241251771828, 'beta_33': 1.9228123770653172, 'beta_34': -2.1175558294600934, 'beta_35': -0.2572796159675146, 'beta_36': -2.680880242301761, 'beta_37': 3.0525791804796305, 'beta_38': -2.1087283913881802, 'beta_39': 1.6815996716762338, 'beta_40': -2.881854170730073}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:36:08,742] Trial 144 finished with value: -31.335125203372602 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 1.1817592457971222, 'gamma_1': 1.6163820730055187, 'gamma_2': -0.006637554845923377, 'gamma_3': 0.6109470535442061, 'gamma_4': -1.8053830213989837, 'gamma_5': -1.5904545124222138, 'gamma_6': 0.5629046549251193, 'gamma_7': -0.5634768857555855, 'gamma_8': 0.5393624789090483, 'gamma_9': -1.1932807015520985, 'gamma_10': -0.9894318816711211, 'gamma_11': 3.1291971946574426, 'gamma_12': -0.904978967065462, 'gamma_13': 1.639027164366904, 'gamma_14': -0.3969202712251795, 'gamma_15': -0.5650751213832104, 'gamma_16': 2.596320989354222, 'gamma_17': 0.7343221111203067, 'gamma_18': -0.44723560663632783, 'gamma_19': 0.586033047463126, 'gamma_20': -1.4113584718966559, 'gamma_21': 1.027201843814685, 'gamma_22': 1.6699563848851493, 'gamma_23': -2.350443178194457, 'gamma_24': -2.1020217147337292, 'gamma_25': 1.0443323310288628, 'gamma_26': 1.8009460625721119, 'gamma_27': 2.5039296912084277, 'gamma_28': -1.7479494937110516, 'gamma_29': -1.2942460335404178, 'gamma_30': 2.270962333956299, 'gamma_31': 2.2237584760386073, 'gamma_32': -1.774524068064991, 'gamma_33': -0.35778052399864585, 'gamma_34': -1.5747417807825954, 'gamma_35': -2.9049132895479897, 'gamma_36': 2.8496986225268826, 'gamma_37': 2.0206521600923653, 'beta_0': 2.6984694565649834, 'beta_1': 2.820860686064984, 'beta_2': 0.7003044203266021, 'beta_3': 2.044986486919732, 'beta_4': -1.053937575506421, 'beta_5': 0.41959013949688395, 'beta_6': 1.2876575982027068, 'beta_7': -0.005791057286909429, 'beta_8': -0.3984147467290794, 'beta_9': 0.43469799442186674, 'beta_10': 2.7492347378876807, 'beta_11': -0.6637999952306001, 'beta_12': -2.2019829919186833, 'beta_13': 0.2028686376968486, 'beta_14': -0.6826277171617539, 'beta_15': -0.05721028091376387, 'beta_16': -0.17069348183887856, 'beta_17': -1.1925940788568248, 'beta_18': 1.5034712106497292, 'beta_19': 1.4048884949742664, 'beta_20': 0.3916498692895901, 'beta_21': -2.025762366500691, 'beta_22': 1.520276379331912, 'beta_23': 1.08601019041494, 'beta_24': -3.0318556802434427, 'beta_25': -1.4484065078017716, 'beta_26': -2.3591736131505723, 'beta_27': -3.0423706623503857, 'beta_28': -1.3564498144885908, 'beta_29': -0.6673498018336801, 'beta_30': -0.5002123944265735, 'beta_31': -1.9480834814997758, 'beta_32': 3.118731094228383, 'beta_33': -2.23901936898184, 'beta_34': -2.5826556186368608, 'beta_35': 0.5151229449121013, 'beta_36': -3.0077238376091118, 'beta_37': 2.694129325153712}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:36:49,848] Trial 145 finished with value: -31.26374990306231 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.4662069789975778, 'gamma_1': -0.7668783642029688, 'gamma_2': 3.0719465094925633, 'gamma_3': 0.2955331296695981, 'gamma_4': -1.6879033491582707, 'gamma_5': -0.5518453197775619, 'gamma_6': -0.8356023359220881, 'gamma_7': -1.1838612139909714, 'gamma_8': -0.053432465435102605, 'gamma_9': -1.322729923418886, 'gamma_10': -1.4781061990691808, 'gamma_11': 2.6682202193197, 'gamma_12': -0.47146627213693404, 'gamma_13': 0.7562295128513272, 'gamma_14': -0.7226007302835055, 'gamma_15': 0.05054634951016396, 'gamma_16': 1.9929991665152798, 'gamma_17': 0.9020167768468522, 'gamma_18': 0.16835970740566195, 'gamma_19': 0.6524115346449982, 'gamma_20': -1.1555354908137503, 'gamma_21': 1.2937695467251629, 'gamma_22': 0.5774199522232456, 'gamma_23': 0.4582163004953982, 'gamma_24': -2.724681688036188, 'gamma_25': 0.006184990606975645, 'gamma_26': 2.9030650535257756, 'gamma_27': 1.5803096538514134, 'gamma_28': -1.0458516632028094, 'gamma_29': 0.04526173605022335, 'gamma_30': 2.3962363247451295, 'gamma_31': 2.06117826100578, 'gamma_32': -2.0310174379276873, 'gamma_33': -0.9259721553459881, 'gamma_34': -2.012258947323718, 'gamma_35': -2.507265412330349, 'gamma_36': 2.5554955318624626, 'gamma_37': 1.5086788093823817, 'gamma_38': 1.2967611341430627, 'gamma_39': 2.825658482737492, 'beta_0': 1.8119761781925052, 'beta_1': -3.0080007628655725, 'beta_2': 0.5482598641492654, 'beta_3': 1.2049523800178277, 'beta_4': -1.4097264787691988, 'beta_5': -0.371559362309677, 'beta_6': 0.3876788851393649, 'beta_7': 1.041863951813856, 'beta_8': 2.739706011309919, 'beta_9': -1.3196461037173828, 'beta_10': 1.9246232687412128, 'beta_11': -0.8868677031715919, 'beta_12': -2.556374066168323, 'beta_13': -0.15237934543965898, 'beta_14': -0.4783891598440244, 'beta_15': 0.29935480034564804, 'beta_16': -0.6703225712982619, 'beta_17': -1.334749017266267, 'beta_18': 1.0023655178583004, 'beta_19': 1.3232680393976366, 'beta_20': 0.31504697129438836, 'beta_21': -1.7921163756027392, 'beta_22': 1.6772200012199143, 'beta_23': 0.6762862646975288, 'beta_24': -2.856679787246934, 'beta_25': -1.7194259946232773, 'beta_26': -2.6522692481277494, 'beta_27': -3.1391908757966056, 'beta_28': -1.083198854629038, 'beta_29': -1.3171707132437565, 'beta_30': 0.03758259611888182, 'beta_31': -1.0851709184709426, 'beta_32': -1.1995045679195402, 'beta_33': 1.2496793593999662, 'beta_34': -1.3113656580196833, 'beta_35': 1.5188532230745364, 'beta_36': -2.488999421561379, 'beta_37': -0.7567804527835582, 'beta_38': -1.5731237150905395, 'beta_39': 2.195927781737438}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:37:32,833] Trial 146 finished with value: -32.425998090460794 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 1.7386567069098915, 'gamma_1': -1.565302753760013, 'gamma_2': 0.556989106661216, 'gamma_3': 0.8490462646527442, 'gamma_4': -2.5737597520022595, 'gamma_5': -0.9077137521159098, 'gamma_6': -1.4119216670045966, 'gamma_7': -0.35247448003792115, 'gamma_8': -0.6264258527207371, 'gamma_9': -1.5811380192235736, 'gamma_10': -0.5756786677389052, 'gamma_11': 3.1392468606074235, 'gamma_12': -0.7791958439159791, 'gamma_13': 0.9295439329631259, 'gamma_14': -0.5372943533859997, 'gamma_15': -0.08419676008505383, 'gamma_16': 1.584445832896356, 'gamma_17': 1.7645575307044987, 'gamma_18': -0.28737849828133266, 'gamma_19': 0.41754471777881447, 'gamma_20': -0.7577808025837389, 'gamma_21': 1.5081784745692308, 'gamma_22': -0.06339457228444345, 'gamma_23': -0.053152307258535814, 'gamma_24': -3.136782281782031, 'gamma_25': 0.15952785735732034, 'gamma_26': 1.571897013286707, 'gamma_27': 2.2671195505082693, 'gamma_28': -0.48035086825097484, 'gamma_29': -1.9070031682258817, 'gamma_30': 1.556885933171065, 'gamma_31': 2.5360735072116913, 'gamma_32': 2.9093366202183537, 'gamma_33': -0.7218786794372829, 'gamma_34': -1.8493364694250236, 'gamma_35': -2.636722894473032, 'gamma_36': 2.3863763708594123, 'gamma_37': 2.2014393700096284, 'gamma_38': 0.8141658395715021, 'gamma_39': -0.015297650238424776, 'gamma_40': 0.5951873018218867, 'gamma_41': -2.7573692411123516, 'gamma_42': -1.138722810571243, 'gamma_43': -0.6516789998172599, 'gamma_44': -0.9647435920271424, 'beta_0': 2.936407499978517, 'beta_1': -2.5266393874248263, 'beta_2': 1.4069273915408322, 'beta_3': 2.2366943746472825, 'beta_4': -0.7910860182553605, 'beta_5': 0.2841881138069186, 'beta_6': 1.0408061129381723, 'beta_7': -0.19679544179063524, 'beta_8': 2.342971134161475, 'beta_9': -0.22802352234322254, 'beta_10': 2.895675026277554, 'beta_11': 0.1323839704449558, 'beta_12': -0.06433373313386176, 'beta_13': -0.4692734488826235, 'beta_14': -1.0300072656198602, 'beta_15': 0.5408831938699488, 'beta_16': -0.043768389826201515, 'beta_17': 0.05702590453346926, 'beta_18': 1.209650463397194, 'beta_19': 1.6052961895193942, 'beta_20': 1.1549629839281816, 'beta_21': -1.4551288363048667, 'beta_22': 1.4311122194582309, 'beta_23': 0.9095811867173129, 'beta_24': -2.17717869057585, 'beta_25': -1.2046128482422125, 'beta_26': -2.187584574504911, 'beta_27': -2.808987793339919, 'beta_28': -0.5375748444438806, 'beta_29': 0.4512635622406691, 'beta_30': 1.5232545635319745, 'beta_31': -1.3646032074111065, 'beta_32': 0.6081764505717866, 'beta_33': 3.1372362153418614, 'beta_34': -2.8091367191904917, 'beta_35': -0.6884349014920568, 'beta_36': -2.8107526095731625, 'beta_37': 1.637195630795419, 'beta_38': -2.8181527094779373, 'beta_39': 1.5397808728005935, 'beta_40': 0.9978708579793447, 'beta_41': -1.46168612549434, 'beta_42': 0.5021604917336635, 'beta_43': -0.827051469716183, 'beta_44': 0.5903934080006694}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:48:22,240] Trial 147 finished with value: -28.458874990634662 and parameters: {'optimizer': 'QN-SPSA', 'reps': 36, 'gamma_0': 1.3380644340093582, 'gamma_1': -0.9235331196115164, 'gamma_2': 2.376796943859338, 'gamma_3': 0.5593620157420331, 'gamma_4': -2.3076537531805625, 'gamma_5': -1.0964548468172286, 'gamma_6': -0.965351387077986, 'gamma_7': -1.518691045241553, 'gamma_8': 0.3776564184141422, 'gamma_9': -2.095274487429104, 'gamma_10': 0.08940271176825085, 'gamma_11': 2.241284310738916, 'gamma_12': -0.07474338458605856, 'gamma_13': 0.5028691664098845, 'gamma_14': -1.0481698185543946, 'gamma_15': 0.45462196553268397, 'gamma_16': 2.3070798446146323, 'gamma_17': 0.14390930759076226, 'gamma_18': -0.2000832202782784, 'gamma_19': 0.8504358178342611, 'gamma_20': -0.9172278316058206, 'gamma_21': 1.826750907307702, 'gamma_22': -0.25701109770944297, 'gamma_23': -0.990061938484114, 'gamma_24': -2.849375255157075, 'gamma_25': 0.6388534033590332, 'gamma_26': 2.763769599548168, 'gamma_27': -2.5775543626919677, 'gamma_28': -2.1750375781612403, 'gamma_29': -2.1845322751732956, 'gamma_30': 1.9619579089127472, 'gamma_31': 1.6160057608328753, 'gamma_32': -1.580132206476812, 'gamma_33': -0.5424992484396899, 'gamma_34': 0.9229475249904473, 'gamma_35': -2.4105655506746153, 'beta_0': 2.494590458250765, 'beta_1': -2.730761884577807, 'beta_2': 1.107446667108524, 'beta_3': 1.95281869424067, 'beta_4': -1.280434835239821, 'beta_5': -0.15415060084529802, 'beta_6': 0.9251603625177621, 'beta_7': 1.5895104168599625, 'beta_8': 2.065757972688885, 'beta_9': -0.6382215123798828, 'beta_10': 3.1398762703331125, 'beta_11': -1.9303321131840723, 'beta_12': -2.429257649449473, 'beta_13': 0.9409785654996718, 'beta_14': -0.1277755407927265, 'beta_15': -0.48979764456274066, 'beta_16': -0.3080555034536644, 'beta_17': -1.808963326119463, 'beta_18': 1.6612771789939738, 'beta_19': 0.8789511459336521, 'beta_20': 0.5239066657540244, 'beta_21': -1.0716157319662694, 'beta_22': 1.3556451429194927, 'beta_23': 2.465597159891786, 'beta_24': -1.9417980170579778, 'beta_25': -2.406636043496691, 'beta_26': -2.7681180314629454, 'beta_27': -2.939510434856556, 'beta_28': -0.7937370377422588, 'beta_29': -0.5014520959478835, 'beta_30': -2.227190935632771, 'beta_31': -2.114235732069706, 'beta_32': -0.7911307346008092, 'beta_33': 1.8513162889463948, 'beta_34': -2.4881252014033666, 'beta_35': 0.2642260958681071}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:49:05,260] Trial 148 finished with value: -31.719374877397172 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 0.7248981596395002, 'gamma_1': -2.552978058550591, 'gamma_2': 0.38530181046261824, 'gamma_3': 0.44258292557257206, 'gamma_4': 2.225575105019738, 'gamma_5': -0.4470409049959748, 'gamma_6': -1.1599122164756142, 'gamma_7': 0.46873903076775447, 'gamma_8': -1.3298110996596815, 'gamma_9': -1.952633887876996, 'gamma_10': 0.8628522461526886, 'gamma_11': 2.964297350301505, 'gamma_12': 0.10091936716832206, 'gamma_13': 0.35911027712901555, 'gamma_14': 0.6491484282168931, 'gamma_15': 0.13925089476999297, 'gamma_16': 1.2651020693309718, 'gamma_17': -2.9972945893861427, 'gamma_18': -0.5276299302682956, 'gamma_19': 0.05988174574002647, 'gamma_20': -2.265438235247855, 'gamma_21': -1.3643332114522937, 'gamma_22': 2.919856451215392, 'gamma_23': -1.2032100498637512, 'gamma_24': -2.5668054943153025, 'gamma_25': 1.3123245782664326, 'gamma_26': 1.993178309308346, 'gamma_27': 2.072038021292993, 'gamma_28': -1.9142682248738578, 'gamma_29': -0.581587185273077, 'gamma_30': 1.3739007513478967, 'gamma_31': 0.8041559173558996, 'gamma_32': -2.1970140252628783, 'gamma_33': -1.2565824501298002, 'gamma_34': -0.13392639757799252, 'gamma_35': -3.0113960068951506, 'gamma_36': -2.805355567071615, 'gamma_37': 2.6326307977079475, 'gamma_38': 0.3500461726086189, 'gamma_39': 3.1021479590217265, 'gamma_40': 0.3538123298224705, 'gamma_41': 3.1198903377586196, 'gamma_42': -1.505579044942108, 'gamma_43': -2.924163563870171, 'beta_0': 2.09475921403418, 'beta_1': -2.913240747182011, 'beta_2': 0.28177830204840926, 'beta_3': 1.6555366569071126, 'beta_4': -0.40199294827033416, 'beta_5': -0.9068773669005079, 'beta_6': 2.2935424226322447, 'beta_7': 1.2280877902334915, 'beta_8': -0.07876806126330621, 'beta_9': 0.8210706167571583, 'beta_10': 2.347654542102966, 'beta_11': -2.340734192169181, 'beta_12': -0.6756154748790496, 'beta_13': 2.147161999771507, 'beta_14': -0.7468108818907373, 'beta_15': 0.004616750494028654, 'beta_16': -0.8433968498476626, 'beta_17': -0.6339962478986455, 'beta_18': -0.26639776322331205, 'beta_19': 1.1566145333881617, 'beta_20': 2.8954491962506217, 'beta_21': -1.1768688587792895, 'beta_22': 1.9996709542231423, 'beta_23': 1.4934043505851977, 'beta_24': 0.9681054392072932, 'beta_25': -1.3393262371579724, 'beta_26': 2.169148841163982, 'beta_27': -2.6842330530182688, 'beta_28': -1.2214049439063068, 'beta_29': -0.7985608622085084, 'beta_30': 0.5596591778188179, 'beta_31': -1.8257229616748516, 'beta_32': -1.7172369839194244, 'beta_33': 2.2136600123407786, 'beta_34': -1.786595834643715, 'beta_35': 0.009903806303998028, 'beta_36': -2.8987684157855678, 'beta_37': 2.851492509841636, 'beta_38': 0.5357711203104025, 'beta_39': 1.9534632154755491, 'beta_40': -0.9470584568760463, 'beta_41': -0.6116420861168617, 'beta_42': -0.34914715179270184, 'beta_43': -1.9377821488104305}. Best is trial 22 with value: -32.941250080140485.
[I 2021-08-05 14:49:49,254] Trial 149 finished with value: -31.909999868379785 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 0.9535043547483166, 'gamma_1': -1.202703855454686, 'gamma_2': -0.6308520909894421, 'gamma_3': 3.130809124228037, 'gamma_4': -2.1473041617685045, 'gamma_5': -0.6807829674825178, 'gamma_6': 0.1999549725149385, 'gamma_7': 0.7230006576731627, 'gamma_8': -0.14062855282418218, 'gamma_9': -2.578934571854609, 'gamma_10': -0.7953576876017767, 'gamma_11': 2.559032247969275, 'gamma_12': -1.3909714149323429, 'gamma_13': 1.0448106184023884, 'gamma_14': 0.9764677553296175, 'gamma_15': 0.8086997901047103, 'gamma_16': 3.0153480074360006, 'gamma_17': 2.151289423142817, 'gamma_18': 0.09665757398024388, 'gamma_19': 0.2190969834131537, 'gamma_20': -1.7381810782930636, 'gamma_21': -1.1077251278541325, 'gamma_22': 1.5231589426119716, 'gamma_23': -2.475948676202591, 'gamma_24': 3.1232363227774735, 'gamma_25': 0.8176397185967783, 'gamma_26': 2.3707802194311642, 'gamma_27': 2.3842400021617705, 'gamma_28': -1.4972638349809801, 'gamma_29': -0.43084220714004606, 'gamma_30': 3.139649370598782, 'gamma_31': 1.9216232866405196, 'gamma_32': -1.0069005552848678, 'gamma_33': 0.5853507267739543, 'gamma_34': -1.6561726279769635, 'gamma_35': -2.7916111654022946, 'gamma_36': 2.7481910814541, 'gamma_37': 1.8095191124925474, 'gamma_38': -0.5339088372043135, 'gamma_39': 2.7080694548289483, 'gamma_40': -2.8392055961827505, 'gamma_41': 2.516773797467826, 'gamma_42': -1.953843323996601, 'gamma_43': -2.5966399330441368, 'gamma_44': 0.30240866872089067, 'gamma_45': 3.128958487016844, 'gamma_46': -0.9918244786090451, 'gamma_47': -2.395929553847384, 'beta_0': 1.421586341924006, 'beta_1': -3.1373487436965384, 'beta_2': -0.3700126974750559, 'beta_3': 3.121317190304333, 'beta_4': 0.05883332241390049, 'beta_5': 0.10517534102033871, 'beta_6': 1.632825809574699, 'beta_7': 2.305128970261198, 'beta_8': -1.0238194988408638, 'beta_9': -1.4459361886678854, 'beta_10': 2.4838425653692693, 'beta_11': -0.1450469149507096, 'beta_12': 3.141025184178466, 'beta_13': 0.5895324546961175, 'beta_14': -0.5495688195742499, 'beta_15': 0.21555004771307196, 'beta_16': -2.9912162141969825, 'beta_17': -1.080617465655732, 'beta_18': 1.4426732665593942, 'beta_19': 1.0366384398950408, 'beta_20': -2.2921725018821424, 'beta_21': -0.8083525948367275, 'beta_22': 1.7639847253898662, 'beta_23': 2.028203828334287, 'beta_24': -2.2986028904689544, 'beta_25': -1.9075752498278116, 'beta_26': -2.46006830430952, 'beta_27': -2.3722847510236824, 'beta_28': -1.688940937503644, 'beta_29': 0.26382441797191175, 'beta_30': -1.3353165521991528, 'beta_31': -1.5896778369641869, 'beta_32': 2.5693643752922735, 'beta_33': 2.659666549398804, 'beta_34': -3.136919452898711, 'beta_35': -0.4989310141755488, 'beta_36': -2.6728305536990553, 'beta_37': 2.5962735036925206, 'beta_38': -2.3468089613088314, 'beta_39': 2.4929458469113603, 'beta_40': -0.05230104999454743, 'beta_41': 2.658555704412027, 'beta_42': -2.8449197297443014, 'beta_43': 0.21311261911917107, 'beta_44': -2.0761253779241198, 'beta_45': 2.7455031712661144, 'beta_46': 1.9366891883822277, 'beta_47': 0.1728846175808435}. Best is trial 22 with value: -32.941250080140485.

print(study.best_trial)

FrozenTrial(number=22, values=[-32.941250080140485], datetime_start=datetime.datetime(2021, 8, 5, 11, 59, 0, 965720), datetime_complete=datetime.datetime(2021, 8, 5, 11, 59, 39, 325856), params={'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 1.5499651980390374, 'gamma_1': 1.49240064862588, 'gamma_2': -2.4317085899796087, 'gamma_3': 0.10230172317144734, 'gamma_4': -2.328609447935361, 'gamma_5': -3.0585230242764525, 'gamma_6': -0.5912541602525088, 'gamma_7': -0.28858103908407295, 'gamma_8': -0.596396028187336, 'gamma_9': -0.1056117992294503, 'gamma_10': 0.9974868438161761, 'gamma_11': 3.079705232715112, 'gamma_12': -0.752844046500569, 'gamma_13': 0.5861794068290543, 'gamma_14': -3.06790264186284, 'gamma_15': -1.1714303398146613, 'gamma_16': 1.0174730644886376, 'gamma_17': 1.8129097726762782, 'gamma_18': -0.4983313103558342, 'gamma_19': 1.18084254483387, 'gamma_20': -1.9208081954738787, 'gamma_21': 1.326140970423157, 'gamma_22': 2.8297876199500505, 'gamma_23': -3.1125890686156468, 'gamma_24': 2.6903565167314514, 'gamma_25': 1.2432809512302665, 'gamma_26': 3.027419511962809, 'gamma_27': -3.1230891446487097, 'gamma_28': -0.6252650180538556, 'gamma_29': -2.801171010239095, 'gamma_30': 2.89701574381115, 'gamma_31': -3.0836445529150254, 'gamma_32': 2.6482334400306966, 'gamma_33': -0.8297136457592061, 'gamma_34': -2.858513016688725, 'gamma_35': -2.8999456491904776, 'gamma_36': 2.8292588357108706, 'gamma_37': 3.069776479581975, 'gamma_38': 3.1410459215728457, 'gamma_39': 2.971367487856128, 'beta_0': 2.0125565471372857, 'beta_1': -3.123882910139703, 'beta_2': 0.04232659971465447, 'beta_3': 0.8927358611368437, 'beta_4': -0.6613548789494612, 'beta_5': 0.10074864521657367, 'beta_6': 3.043471647690239, 'beta_7': 0.6545471297031358, 'beta_8': 0.15600297019714057, 'beta_9': 0.42990564759856786, 'beta_10': 2.99539486794537, 'beta_11': -0.4118269706364009, 'beta_12': -1.9819587376214096, 'beta_13': 0.2211283995284846, 'beta_14': -0.7998256199449132, 'beta_15': 0.4961022963436384, 'beta_16': -3.1101263065469023, 'beta_17': -0.6929473619695546, 'beta_18': 1.5795388622834245, 'beta_19': 1.1887245043111345, 'beta_20': 3.1406193518862184, 'beta_21': -1.3025932247847496, 'beta_22': 1.5040774888694006, 'beta_23': 0.9156896839973323, 'beta_24': 0.9804622076460575, 'beta_25': -3.0339350676610097, 'beta_26': -2.9591175998620147, 'beta_27': -2.934134648439186, 'beta_28': -1.249437017865627, 'beta_29': 1.9207070545425176, 'beta_30': 0.38898471597606277, 'beta_31': -1.0530642277804425, 'beta_32': 2.9296696497217294, 'beta_33': 2.9166054959986334, 'beta_34': -3.0217054173035116, 'beta_35': 3.072745207793015, 'beta_36': -3.0625073143435952, 'beta_37': 2.8851405189025603, 'beta_38': 2.913292774417269, 'beta_39': 2.959318641142857}, distributions={'optimizer': CategoricalDistribution(choices=('SPSA', 'QN-SPSA', 'COBYLA')), 'reps': IntUniformDistribution(high=51, low=1, step=1), 'gamma_0': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_1': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_2': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_3': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_4': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_5': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_6': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_7': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_8': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_9': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_10': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_11': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_12': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_13': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_14': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_15': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_16': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_17': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_18': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_19': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_20': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_21': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_22': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_23': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_24': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_25': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_26': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_27': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_28': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_29': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_30': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_31': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_32': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_33': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_34': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_35': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_36': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_37': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_38': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_39': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_0': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_1': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_2': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_3': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_4': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_5': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_6': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_7': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_8': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_9': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_10': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_11': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_12': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_13': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_14': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_15': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_16': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_17': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_18': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_19': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_20': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_21': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_22': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_23': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_24': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_25': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_26': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_27': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_28': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_29': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_30': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_31': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_32': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_33': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_34': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_35': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_36': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_37': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_38': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_39': UniformDistribution(high=3.141592653589793, low=-3.141592653589793)}, user_attrs={'best': [-32.941250080140485, optimal function value: -35.0
optimal value: [0. 1. 0. 1. 0.]
status: SUCCESS, array([ 2.50475411,  1.5289282 , -0.94835362,  1.10787269, -2.60819049,
       -3.26445568, -0.67488198, -0.16200437, -0.56031118, -0.06925327,
        1.0571315 ,  3.11154956, -0.80459172,  0.57729719, -3.0239918 ,
       -1.27490612,  1.09819497,  1.82461296, -0.46955503,  1.21600075,
       -1.87795079,  1.52380461,  3.66292729, -3.11349178,  2.66764618,
        1.24334879,  3.02769093, -3.16087991, -0.58516593, -2.79031066,
        2.90657355, -3.08611186,  2.67305721, -0.83182678, -2.86640906,
       -2.92099601,  2.79529577,  3.06159763,  3.15162736,  2.97931873,
        2.02607024, -3.12658324,  0.04907853,  1.91191618, -0.66473342,
        0.09517578,  3.03167052,  0.65031382,  0.15615492,  0.42778916,
        3.00535581,  0.58606188, -1.98620845,  0.23398598, -0.8107408 ,
        0.48494848, -3.11443888, -0.69072949,  1.57685487,  1.18475903,
        3.14606143, -1.30112038,  1.49270153,  0.90633691,  0.98614008,
       -3.0327    , -2.94594723, -2.94203693, -1.24611067,  1.91338129,
        0.37818719, -1.06004295,  2.93710695,  2.91343627, -3.02434791,
        3.07200863, -3.07043374,  2.8816323 ,  2.91954303,  2.98349292]), 'COBYLA']}, system_attrs={}, intermediate_values={}, trial_id=22, state=TrialState.COMPLETE, value=None)

fig = optuna.visualization.plot_optimization_history(study)
fig.show()

mean, result, optimal_params, optimizer_name = study.user_attrs["best"]
print(f"Optimizer: {optimizer_name}")
print(f"Optimal Parameters: {optimal_params}")

Optimizer: COBYLA
Optimal Parameters: [ 2.50475411  1.5289282  -0.94835362  1.10787269 -2.60819049 -3.26445568
 -0.67488198 -0.16200437 -0.56031118 -0.06925327  1.0571315   3.11154956
 -0.80459172  0.57729719 -3.0239918  -1.27490612  1.09819497  1.82461296
 -0.46955503  1.21600075 -1.87795079  1.52380461  3.66292729 -3.11349178
  2.66764618  1.24334879  3.02769093 -3.16087991 -0.58516593 -2.79031066
  2.90657355 -3.08611186  2.67305721 -0.83182678 -2.86640906 -2.92099601
  2.79529577  3.06159763  3.15162736  2.97931873  2.02607024 -3.12658324
  0.04907853  1.91191618 -0.66473342  0.09517578  3.03167052  0.65031382
  0.15615492  0.42778916  3.00535581  0.58606188 -1.98620845  0.23398598
 -0.8107408   0.48494848 -3.11443888 -0.69072949  1.57685487  1.18475903
  3.14606143 -1.30112038  1.49270153  0.90633691  0.98614008 -3.0327
 -2.94594723 -2.94203693 -1.24611067  1.91338129  0.37818719 -1.06004295
  2.93710695  2.91343627 -3.02434791  3.07200863 -3.07043374  2.8816323
  2.91954303  2.98349292]

max_cut.draw(result)

mean, distribution = max_cut.analyse(result, print_output=True)
max_cut.plot_histogram(distribution, mean)

optimal function value: -35.0
optimal value: [0. 1. 0. 1. 0.]
status: SUCCESS
Number of samples (32) is too large to display. Skip.
Expectation Value: -32.941250080140485
Highest Exp.Value: 0 with 0.00325 %
Lowest Exp.Value: -35 with 0.41963 %
Highest Probability: -35 with 0.41963 %
Ratio r: 0.9411785737182996
MSE: 198.0274915557851
RMSE: 14.072224115461816

import qiskit.tools.jupyter
%qiskit_version_table

/home/hm-tlacherm/.local/lib/python3.8/site-packages/qiskit/aqua/__init__.py:86: DeprecationWarning:

The package qiskit.aqua is deprecated. It was moved/refactored to qiskit-terra For more information see <https://github.com/Qiskit/qiskit-aqua/blob/main/README.md#migration-guide>

Version Information

Qiskit Software	Version
qiskit-terra	0.18.1
qiskit-aer	0.8.2
qiskit-ignis	0.6.0
qiskit-ibmq-provider	0.16.0
qiskit-aqua	0.9.4
qiskit	0.29.0
qiskit-nature	0.1.5
qiskit-optimization	0.2.1
System information
Python	3.8.6 (default, Jan 22 2021, 11:41:28) [GCC 8.4.1 20200928 (Red Hat 8.4.1-1)]
OS	Linux
CPUs	192
Memory (Gb)	6046.015735626221
Thu Aug 05 14:49:49 2021 CEST